Morpho-phenotypic evaluation of algarrobo (Neltuma pallida) for the identification of superior individuals in dry forest ecosystems

1 Project Setup

library(corrplot)
library(heatmaply)
library(multcomp)
library(factoextra)
library(corrplot)
library(gridGraphics)
library(dplyr)
library(textshape)
library(googlesheets4)
library(cluster)
library(vegan)
library(webshot2)
library(htmlwidgets)
library(FactoMineR)
source("https://inkaverse.com/setup.r")

Project directory:  C:/Users/Sebastian/INIA EE EL CHIRA/GIT/INIA_algarrobo 
CPU cores detected:  12 
CPU cores in use:  9 

─ Session info ───────────────────────────────────────────────────────────────
 setting  value
 version  R version 4.5.1 (2025-06-13 ucrt)
 os       Windows 11 x64 (build 26100)
 system   x86_64, mingw32
 ui       RTerm
 language (EN)
 collate  Spanish_Peru.utf8
 ctype    Spanish_Peru.utf8
 tz       America/Lima
 date     2025-09-09
 pandoc   3.4 @ C:/Program Files/RStudio/resources/app/bin/quarto/bin/tools/ (via rmarkdown)
 quarto   NA @ C:\\PROGRA~1\\RStudio\\RESOUR~1\\app\\bin\\quarto\\bin\\quarto.exe

─ Packages ───────────────────────────────────────────────────────────────────
 package       * version date (UTC) lib source
 abind           1.4-8   2024-09-12 [1] CRAN (R 4.5.0)
 agricolae       1.3-7   2023-10-22 [1] CRAN (R 4.5.1)
 AlgDesign       1.2.1.2 2025-04-06 [1] CRAN (R 4.5.0)
 askpass         1.2.1   2024-10-04 [1] CRAN (R 4.5.1)
 assertthat      0.2.1   2019-03-21 [1] CRAN (R 4.5.1)
 boot            1.3-31  2024-08-28 [2] CRAN (R 4.5.1)
 ca              0.71.1  2020-01-24 [1] CRAN (R 4.5.1)
 cachem          1.1.0   2024-05-16 [1] CRAN (R 4.5.1)
 car           * 3.1-3   2024-09-27 [1] CRAN (R 4.5.1)
 carData       * 3.0-5   2022-01-06 [1] CRAN (R 4.5.1)
 cellranger      1.1.0   2016-07-27 [1] CRAN (R 4.5.1)
 chromote        0.5.1   2025-04-24 [1] CRAN (R 4.5.1)
 cli             3.6.5   2025-04-23 [1] CRAN (R 4.5.1)
 cluster       * 2.1.8.1 2025-03-12 [2] CRAN (R 4.5.1)
 codetools       0.2-20  2024-03-31 [2] CRAN (R 4.5.1)
 corrplot      * 0.95    2024-10-14 [1] CRAN (R 4.5.1)
 cowplot       * 1.2.0   2025-07-07 [1] CRAN (R 4.5.1)
 curl            6.4.0   2025-06-22 [1] CRAN (R 4.5.1)
 data.table      1.17.8  2025-07-10 [1] CRAN (R 4.5.1)
 dendextend      1.19.1  2025-07-15 [1] CRAN (R 4.5.1)
 devtools      * 2.4.5   2022-10-11 [1] CRAN (R 4.5.1)
 digest          0.6.37  2024-08-19 [1] CRAN (R 4.5.1)
 dplyr         * 1.1.4   2023-11-17 [1] CRAN (R 4.5.1)
 DT              0.33    2024-04-04 [1] CRAN (R 4.5.1)
 ellipsis        0.3.2   2021-04-29 [1] CRAN (R 4.5.1)
 emmeans       * 1.11.2  2025-07-11 [1] CRAN (R 4.5.1)
 estimability    1.5.1   2024-05-12 [1] CRAN (R 4.5.1)
 evaluate        1.0.4   2025-06-18 [1] CRAN (R 4.5.1)
 factoextra    * 1.0.7   2020-04-01 [1] CRAN (R 4.5.1)
 FactoMineR    * 2.12    2025-07-23 [1] CRAN (R 4.5.1)
 farver          2.1.2   2024-05-13 [1] CRAN (R 4.5.1)
 fastmap         1.2.0   2024-05-15 [1] CRAN (R 4.5.1)
 flashClust      1.01-2  2012-08-21 [1] CRAN (R 4.5.0)
 forcats       * 1.0.0   2023-01-29 [1] CRAN (R 4.5.1)
 foreach         1.5.2   2022-02-02 [1] CRAN (R 4.5.1)
 Formula         1.2-5   2023-02-24 [1] CRAN (R 4.5.0)
 fs              1.6.6   2025-04-12 [1] CRAN (R 4.5.1)
 gargle          1.5.2   2023-07-20 [1] CRAN (R 4.5.1)
 generics        0.1.4   2025-05-09 [1] CRAN (R 4.5.1)
 ggplot2       * 3.5.2   2025-04-09 [1] CRAN (R 4.5.1)
 ggrepel         0.9.6   2024-09-07 [1] CRAN (R 4.5.1)
 glue            1.8.0   2024-09-30 [1] CRAN (R 4.5.1)
 googledrive   * 2.1.1   2023-06-11 [1] CRAN (R 4.5.1)
 googlesheets4 * 1.1.1   2023-06-11 [1] CRAN (R 4.5.1)
 gridExtra       2.3     2017-09-09 [1] CRAN (R 4.5.1)
 gridGraphics  * 0.5-1   2020-12-13 [1] CRAN (R 4.5.1)
 gtable          0.3.6   2024-10-25 [1] CRAN (R 4.5.1)
 heatmaply     * 1.6.0   2025-07-12 [1] CRAN (R 4.5.1)
 hms             1.1.3   2023-03-21 [1] CRAN (R 4.5.1)
 htmltools       0.5.8.1 2024-04-04 [1] CRAN (R 4.5.1)
 htmlwidgets   * 1.6.4   2023-12-06 [1] CRAN (R 4.5.1)
 httpuv          1.6.16  2025-04-16 [1] CRAN (R 4.5.1)
 httr            1.4.7   2023-08-15 [1] CRAN (R 4.5.1)
 huito         * 0.2.5   2024-09-05 [1] CRAN (R 4.5.1)
 inti          * 0.6.7   2025-02-26 [1] CRAN (R 4.5.1)
 iterators       1.0.14  2022-02-05 [1] CRAN (R 4.5.1)
 jsonlite        2.0.0   2025-03-27 [1] CRAN (R 4.5.1)
 knitr         * 1.50    2025-03-16 [1] CRAN (R 4.5.1)
 later           1.4.2   2025-04-08 [1] CRAN (R 4.5.1)
 lattice         0.22-7  2025-04-02 [2] CRAN (R 4.5.1)
 lazyeval        0.2.2   2019-03-15 [1] CRAN (R 4.5.1)
 leaps           3.2     2024-06-10 [1] CRAN (R 4.5.1)
 lifecycle       1.0.4   2023-11-07 [1] CRAN (R 4.5.1)
 lme4          * 1.1-37  2025-03-26 [1] CRAN (R 4.5.1)
 lubridate     * 1.9.4   2024-12-08 [1] CRAN (R 4.5.1)
 magick        * 2.8.7   2025-06-06 [1] CRAN (R 4.5.1)
 magrittr        2.0.3   2022-03-30 [1] CRAN (R 4.5.1)
 MASS          * 7.3-65  2025-02-28 [2] CRAN (R 4.5.1)
 Matrix        * 1.7-3   2025-03-11 [2] CRAN (R 4.5.1)
 memoise         2.0.1   2021-11-26 [1] CRAN (R 4.5.1)
 mgcv            1.9-3   2025-04-04 [2] CRAN (R 4.5.1)
 mime            0.13    2025-03-17 [1] CRAN (R 4.5.0)
 miniUI          0.1.2   2025-04-17 [1] CRAN (R 4.5.1)
 minqa           1.2.8   2024-08-17 [1] CRAN (R 4.5.1)
 mnormt          2.1.1   2022-09-26 [1] CRAN (R 4.5.0)
 multcomp      * 1.4-28  2025-01-29 [1] CRAN (R 4.5.1)
 multcompView    0.1-10  2024-03-08 [1] CRAN (R 4.5.1)
 mvtnorm       * 1.3-3   2025-01-10 [1] CRAN (R 4.5.1)
 nlme            3.1-168 2025-03-31 [2] CRAN (R 4.5.1)
 nloptr          2.2.1   2025-03-17 [1] CRAN (R 4.5.1)
 openssl         2.3.3   2025-05-26 [1] CRAN (R 4.5.1)
 permute       * 0.9-8   2025-06-25 [1] CRAN (R 4.5.1)
 pillar          1.11.0  2025-07-04 [1] CRAN (R 4.5.1)
 pkgbuild        1.4.8   2025-05-26 [1] CRAN (R 4.5.1)
 pkgconfig       2.0.3   2019-09-22 [1] CRAN (R 4.5.1)
 pkgload         1.4.0   2024-06-28 [1] CRAN (R 4.5.1)
 plotly        * 4.11.0  2025-06-19 [1] CRAN (R 4.5.1)
 processx        3.8.6   2025-02-21 [1] CRAN (R 4.5.1)
 profvis         0.4.0   2024-09-20 [1] CRAN (R 4.5.1)
 promises        1.3.3   2025-05-29 [1] CRAN (R 4.5.1)
 ps              1.9.1   2025-04-12 [1] CRAN (R 4.5.1)
 psych         * 2.5.6   2025-06-23 [1] CRAN (R 4.5.1)
 purrr         * 1.1.0   2025-07-10 [1] CRAN (R 4.5.1)
 R6              2.6.1   2025-02-15 [1] CRAN (R 4.5.1)
 rappdirs        0.3.3   2021-01-31 [1] CRAN (R 4.5.1)
 rbibutils       2.3     2024-10-04 [1] CRAN (R 4.5.1)
 RColorBrewer    1.1-3   2022-04-03 [1] CRAN (R 4.5.0)
 Rcpp            1.1.0   2025-07-02 [1] CRAN (R 4.5.1)
 Rdpack          2.6.4   2025-04-09 [1] CRAN (R 4.5.1)
 readr         * 2.1.5   2024-01-10 [1] CRAN (R 4.5.1)
 reformulas      0.4.1   2025-04-30 [1] CRAN (R 4.5.1)
 registry        0.5-1   2019-03-05 [1] CRAN (R 4.5.0)
 remotes         2.5.0   2024-03-17 [1] CRAN (R 4.5.1)
 RhpcBLASctl   * 0.23-42 2023-02-11 [1] CRAN (R 4.5.0)
 rlang           1.1.6   2025-04-11 [1] CRAN (R 4.5.1)
 rmarkdown       2.29    2024-11-04 [1] CRAN (R 4.5.1)
 rstudioapi      0.17.1  2024-10-22 [1] CRAN (R 4.5.1)
 sandwich        3.1-1   2024-09-15 [1] CRAN (R 4.5.1)
 scales          1.4.0   2025-04-24 [1] CRAN (R 4.5.1)
 scatterplot3d   0.3-44  2023-05-05 [1] CRAN (R 4.5.0)
 seriation       1.5.7   2024-12-05 [1] CRAN (R 4.5.1)
 sessioninfo   * 1.2.3   2025-02-05 [1] CRAN (R 4.5.1)
 shiny         * 1.11.1  2025-07-03 [1] CRAN (R 4.5.1)
 showtext        0.9-7   2024-03-02 [1] CRAN (R 4.5.1)
 showtextdb      3.0     2020-06-04 [1] CRAN (R 4.5.1)
 stringi         1.8.7   2025-03-27 [1] CRAN (R 4.5.0)
 stringr       * 1.5.1   2023-11-14 [1] CRAN (R 4.5.1)
 survival      * 3.8-3   2024-12-17 [2] CRAN (R 4.5.1)
 sysfonts        0.8.9   2024-03-02 [1] CRAN (R 4.5.1)
 textshape     * 1.7.5   2024-04-01 [1] CRAN (R 4.5.1)
 TH.data       * 1.1-3   2025-01-17 [1] CRAN (R 4.5.1)
 tibble        * 3.3.0   2025-06-08 [1] CRAN (R 4.5.1)
 tidyr         * 1.3.1   2024-01-24 [1] CRAN (R 4.5.1)
 tidyselect      1.2.1   2024-03-11 [1] CRAN (R 4.5.1)
 tidyverse     * 2.0.0   2023-02-22 [1] CRAN (R 4.5.1)
 timechange      0.3.0   2024-01-18 [1] CRAN (R 4.5.1)
 TSP             1.2-5   2025-05-27 [1] CRAN (R 4.5.1)
 tzdb            0.5.0   2025-03-15 [1] CRAN (R 4.5.1)
 urlchecker      1.0.1   2021-11-30 [1] CRAN (R 4.5.1)
 usethis       * 3.1.0   2024-11-26 [1] CRAN (R 4.5.1)
 vctrs           0.6.5   2023-12-01 [1] CRAN (R 4.5.1)
 vegan         * 2.7-1   2025-06-05 [1] CRAN (R 4.5.1)
 viridis       * 0.6.5   2024-01-29 [1] CRAN (R 4.5.1)
 viridisLite   * 0.4.2   2023-05-02 [1] CRAN (R 4.5.1)
 webshot         0.5.5   2023-06-26 [1] CRAN (R 4.5.1)
 webshot2      * 0.1.2   2025-04-23 [1] CRAN (R 4.5.1)
 websocket       1.4.4   2025-04-10 [1] CRAN (R 4.5.1)
 withr           3.0.2   2024-10-28 [1] CRAN (R 4.5.1)
 xfun            0.52    2025-04-02 [1] CRAN (R 4.5.1)
 xtable          1.8-4   2019-04-21 [1] CRAN (R 4.5.1)
 yaml            2.3.10  2024-07-26 [1] CRAN (R 4.5.0)
 zoo             1.8-14  2025-04-10 [1] CRAN (R 4.5.1)

 [1] C:/Users/Sebastian/AppData/Local/R/win-library/4.5
 [2] C:/Program Files/R/R-4.5.1/library
 * ── Packages attached to the search path.

──────────────────────────────────────────────────────────────────────────────

set.seed(2025)
cat("Project: ", getwd(), "\n")

Project:  C:/Users/Sebastian/INIA EE EL CHIRA/GIT/INIA_algarrobo 

session_info()

─ Session info ───────────────────────────────────────────────────────────────
 setting  value
 version  R version 4.5.1 (2025-06-13 ucrt)
 os       Windows 11 x64 (build 26100)
 system   x86_64, mingw32
 ui       RTerm
 language (EN)
 collate  Spanish_Peru.utf8
 ctype    Spanish_Peru.utf8
 tz       America/Lima
 date     2025-09-09
 pandoc   3.4 @ C:/Program Files/RStudio/resources/app/bin/quarto/bin/tools/ (via rmarkdown)
 quarto   NA @ C:\\PROGRA~1\\RStudio\\RESOUR~1\\app\\bin\\quarto\\bin\\quarto.exe

─ Packages ───────────────────────────────────────────────────────────────────
 package       * version date (UTC) lib source
 abind           1.4-8   2024-09-12 [1] CRAN (R 4.5.0)
 agricolae       1.3-7   2023-10-22 [1] CRAN (R 4.5.1)
 AlgDesign       1.2.1.2 2025-04-06 [1] CRAN (R 4.5.0)
 askpass         1.2.1   2024-10-04 [1] CRAN (R 4.5.1)
 assertthat      0.2.1   2019-03-21 [1] CRAN (R 4.5.1)
 boot            1.3-31  2024-08-28 [2] CRAN (R 4.5.1)
 ca              0.71.1  2020-01-24 [1] CRAN (R 4.5.1)
 cachem          1.1.0   2024-05-16 [1] CRAN (R 4.5.1)
 car           * 3.1-3   2024-09-27 [1] CRAN (R 4.5.1)
 carData       * 3.0-5   2022-01-06 [1] CRAN (R 4.5.1)
 cellranger      1.1.0   2016-07-27 [1] CRAN (R 4.5.1)
 chromote        0.5.1   2025-04-24 [1] CRAN (R 4.5.1)
 cli             3.6.5   2025-04-23 [1] CRAN (R 4.5.1)
 cluster       * 2.1.8.1 2025-03-12 [2] CRAN (R 4.5.1)
 codetools       0.2-20  2024-03-31 [2] CRAN (R 4.5.1)
 corrplot      * 0.95    2024-10-14 [1] CRAN (R 4.5.1)
 cowplot       * 1.2.0   2025-07-07 [1] CRAN (R 4.5.1)
 curl            6.4.0   2025-06-22 [1] CRAN (R 4.5.1)
 data.table      1.17.8  2025-07-10 [1] CRAN (R 4.5.1)
 dendextend      1.19.1  2025-07-15 [1] CRAN (R 4.5.1)
 devtools      * 2.4.5   2022-10-11 [1] CRAN (R 4.5.1)
 digest          0.6.37  2024-08-19 [1] CRAN (R 4.5.1)
 dplyr         * 1.1.4   2023-11-17 [1] CRAN (R 4.5.1)
 DT              0.33    2024-04-04 [1] CRAN (R 4.5.1)
 ellipsis        0.3.2   2021-04-29 [1] CRAN (R 4.5.1)
 emmeans       * 1.11.2  2025-07-11 [1] CRAN (R 4.5.1)
 estimability    1.5.1   2024-05-12 [1] CRAN (R 4.5.1)
 evaluate        1.0.4   2025-06-18 [1] CRAN (R 4.5.1)
 factoextra    * 1.0.7   2020-04-01 [1] CRAN (R 4.5.1)
 FactoMineR    * 2.12    2025-07-23 [1] CRAN (R 4.5.1)
 farver          2.1.2   2024-05-13 [1] CRAN (R 4.5.1)
 fastmap         1.2.0   2024-05-15 [1] CRAN (R 4.5.1)
 flashClust      1.01-2  2012-08-21 [1] CRAN (R 4.5.0)
 forcats       * 1.0.0   2023-01-29 [1] CRAN (R 4.5.1)
 foreach         1.5.2   2022-02-02 [1] CRAN (R 4.5.1)
 Formula         1.2-5   2023-02-24 [1] CRAN (R 4.5.0)
 fs              1.6.6   2025-04-12 [1] CRAN (R 4.5.1)
 gargle          1.5.2   2023-07-20 [1] CRAN (R 4.5.1)
 generics        0.1.4   2025-05-09 [1] CRAN (R 4.5.1)
 ggplot2       * 3.5.2   2025-04-09 [1] CRAN (R 4.5.1)
 ggrepel         0.9.6   2024-09-07 [1] CRAN (R 4.5.1)
 glue            1.8.0   2024-09-30 [1] CRAN (R 4.5.1)
 googledrive   * 2.1.1   2023-06-11 [1] CRAN (R 4.5.1)
 googlesheets4 * 1.1.1   2023-06-11 [1] CRAN (R 4.5.1)
 gridExtra       2.3     2017-09-09 [1] CRAN (R 4.5.1)
 gridGraphics  * 0.5-1   2020-12-13 [1] CRAN (R 4.5.1)
 gtable          0.3.6   2024-10-25 [1] CRAN (R 4.5.1)
 heatmaply     * 1.6.0   2025-07-12 [1] CRAN (R 4.5.1)
 hms             1.1.3   2023-03-21 [1] CRAN (R 4.5.1)
 htmltools       0.5.8.1 2024-04-04 [1] CRAN (R 4.5.1)
 htmlwidgets   * 1.6.4   2023-12-06 [1] CRAN (R 4.5.1)
 httpuv          1.6.16  2025-04-16 [1] CRAN (R 4.5.1)
 httr            1.4.7   2023-08-15 [1] CRAN (R 4.5.1)
 huito         * 0.2.5   2024-09-05 [1] CRAN (R 4.5.1)
 inti          * 0.6.7   2025-02-26 [1] CRAN (R 4.5.1)
 iterators       1.0.14  2022-02-05 [1] CRAN (R 4.5.1)
 jsonlite        2.0.0   2025-03-27 [1] CRAN (R 4.5.1)
 knitr         * 1.50    2025-03-16 [1] CRAN (R 4.5.1)
 later           1.4.2   2025-04-08 [1] CRAN (R 4.5.1)
 lattice         0.22-7  2025-04-02 [2] CRAN (R 4.5.1)
 lazyeval        0.2.2   2019-03-15 [1] CRAN (R 4.5.1)
 leaps           3.2     2024-06-10 [1] CRAN (R 4.5.1)
 lifecycle       1.0.4   2023-11-07 [1] CRAN (R 4.5.1)
 lme4          * 1.1-37  2025-03-26 [1] CRAN (R 4.5.1)
 lubridate     * 1.9.4   2024-12-08 [1] CRAN (R 4.5.1)
 magick        * 2.8.7   2025-06-06 [1] CRAN (R 4.5.1)
 magrittr        2.0.3   2022-03-30 [1] CRAN (R 4.5.1)
 MASS          * 7.3-65  2025-02-28 [2] CRAN (R 4.5.1)
 Matrix        * 1.7-3   2025-03-11 [2] CRAN (R 4.5.1)
 memoise         2.0.1   2021-11-26 [1] CRAN (R 4.5.1)
 mgcv            1.9-3   2025-04-04 [2] CRAN (R 4.5.1)
 mime            0.13    2025-03-17 [1] CRAN (R 4.5.0)
 miniUI          0.1.2   2025-04-17 [1] CRAN (R 4.5.1)
 minqa           1.2.8   2024-08-17 [1] CRAN (R 4.5.1)
 mnormt          2.1.1   2022-09-26 [1] CRAN (R 4.5.0)
 multcomp      * 1.4-28  2025-01-29 [1] CRAN (R 4.5.1)
 multcompView    0.1-10  2024-03-08 [1] CRAN (R 4.5.1)
 mvtnorm       * 1.3-3   2025-01-10 [1] CRAN (R 4.5.1)
 nlme            3.1-168 2025-03-31 [2] CRAN (R 4.5.1)
 nloptr          2.2.1   2025-03-17 [1] CRAN (R 4.5.1)
 openssl         2.3.3   2025-05-26 [1] CRAN (R 4.5.1)
 permute       * 0.9-8   2025-06-25 [1] CRAN (R 4.5.1)
 pillar          1.11.0  2025-07-04 [1] CRAN (R 4.5.1)
 pkgbuild        1.4.8   2025-05-26 [1] CRAN (R 4.5.1)
 pkgconfig       2.0.3   2019-09-22 [1] CRAN (R 4.5.1)
 pkgload         1.4.0   2024-06-28 [1] CRAN (R 4.5.1)
 plotly        * 4.11.0  2025-06-19 [1] CRAN (R 4.5.1)
 processx        3.8.6   2025-02-21 [1] CRAN (R 4.5.1)
 profvis         0.4.0   2024-09-20 [1] CRAN (R 4.5.1)
 promises        1.3.3   2025-05-29 [1] CRAN (R 4.5.1)
 ps              1.9.1   2025-04-12 [1] CRAN (R 4.5.1)
 psych         * 2.5.6   2025-06-23 [1] CRAN (R 4.5.1)
 purrr         * 1.1.0   2025-07-10 [1] CRAN (R 4.5.1)
 R6              2.6.1   2025-02-15 [1] CRAN (R 4.5.1)
 rappdirs        0.3.3   2021-01-31 [1] CRAN (R 4.5.1)
 rbibutils       2.3     2024-10-04 [1] CRAN (R 4.5.1)
 RColorBrewer    1.1-3   2022-04-03 [1] CRAN (R 4.5.0)
 Rcpp            1.1.0   2025-07-02 [1] CRAN (R 4.5.1)
 Rdpack          2.6.4   2025-04-09 [1] CRAN (R 4.5.1)
 readr         * 2.1.5   2024-01-10 [1] CRAN (R 4.5.1)
 reformulas      0.4.1   2025-04-30 [1] CRAN (R 4.5.1)
 registry        0.5-1   2019-03-05 [1] CRAN (R 4.5.0)
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 urlchecker      1.0.1   2021-11-30 [1] CRAN (R 4.5.1)
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 vegan         * 2.7-1   2025-06-05 [1] CRAN (R 4.5.1)
 viridis       * 0.6.5   2024-01-29 [1] CRAN (R 4.5.1)
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 [1] C:/Users/Sebastian/AppData/Local/R/win-library/4.5
 [2] C:/Program Files/R/R-4.5.1/library
 * ── Packages attached to the search path.

──────────────────────────────────────────────────────────────────────────────

2 Import data

The data were imported from the field book of the biological, dasometric, and phytosanitary evaluation of mesquite trees to identify the main pests and diseases associated with the genus Neltuma.

url <- "https://docs.google.com/spreadsheets/d/19zJF9ti9AQhOCTenP6UqL0jA8Anl1s0r0ld-xzrR-PY/edit?gid=1347114226#gid=1347114226"

gs <- url %>%
  as_sheets_id()

datos <- gs %>%
  range_read("total") %>%
  mutate(
    Forma_arbol_descripcion = case_when(
      Forma_arbol == 3 ~ "Single-stemmed trees",
      Forma_arbol == 2 ~ "Intermediate trees",
      Forma_arbol == 1 ~ "Multi-stemmed trees",
      TRUE ~ NA_character_
    ),
    Calidad_tronco_descripcion = case_when(
      Calidad_tronco == 3 ~ "High-quality tree, free of defects or with minimal defects",
      Calidad_tronco == 2 ~ "Moderate-quality tree with defects",
      Calidad_tronco == 1 ~ "Poor-quality tree with significant defects",
      TRUE ~ NA_character_
    ),
    Produccion_frutos_descripcion = case_when(
      Produccion_frutos == 4 ~ "Trees bearing fruit on 100% of branches",
      Produccion_frutos == 3 ~ "Trees bearing fruit on up to 75% of branches",
      Produccion_frutos == 2 ~ "Trees bearing fruit on up to 50% of branches",
      Produccion_frutos == 1 ~ "Trees bearing fruit on up to 25% of branches",
      Produccion_frutos == 0 ~ "Trees without fruit",
      TRUE ~ NA_character_
    ),
    Calidad_frutos_descripcion = case_when(
      Calidad_frutos == 3 ~ "Trees with very sweet fruit",
      Calidad_frutos == 2 ~ "Trees with sweet fruit",
      Calidad_frutos == 1 ~ "Trees with bitter fruit",
      Calidad_frutos == 0 ~ "Trees with very bitter fruit",
      TRUE ~ NA_character_
    ),
    Calidad_follaje_descripcion = case_when(
      Calidad_follaje == 3 ~ "Trees with foliage on all branches",
      Calidad_follaje == 2 ~ "Trees with foliage on up to two-thirds of branches",
      Calidad_follaje == 1 ~ "Trees with foliage on up to one-third of branches",
      TRUE ~ NA_character_
    ),
    Bifurcacion_descripcion = case_when(
      Bifurcacion == 3 ~ "No evidence of bifurcation",
      Bifurcacion == 2 ~ "Forked at breast height (DBH)",
      Bifurcacion == 1 ~ "Presence of bifurcation below breast height (DBH)",
      TRUE ~ NA_character_
    )
  ) %>%
  select(
    Individuo, Depart, Provincia, Distrito, Localidad, Estación, Cuenca,
    DAP, Diam_copa, Altura_ram, Altura_total, Num_ramas_XX,
    Forma_arbol, Forma_arbol_descripcion,
    Calidad_tronco, Calidad_tronco_descripcion,
    Produccion_frutos, Produccion_frutos_descripcion,
    Calidad_frutos, Calidad_frutos_descripcion,
    Calidad_follaje, Calidad_follaje_descripcion,
    Bifurcacion, Bifurcacion_descripcion,
    `fito_IIhEd _k`:Parasitos_XX, Carbonatos:Suelo
  ) %>%
  mutate(
    across(c(Individuo, Depart, Provincia, Distrito, Localidad, Estación, Cuenca), as.factor),
    across(c(Forma_arbol:Parasitos_XX, Suelo), as.factor)
  ) %>%
  rename(
    Individual = Individuo,
    Departament = Depart,
    Province = Provincia,
    District = Distrito,
    Locality = Localidad,
    Station = Estación,
    Basin = Cuenca,
    DBH = DAP,
    `Forking` = Bifurcacion,
    `Crown diameter` = Diam_copa,
    `Branch height` = Altura_ram,
    `Total height` = Altura_total,
    `Number of branches` = Num_ramas_XX,
    `Tree form` = Forma_arbol,
    `Tree form description` = Forma_arbol_descripcion,
    `Trunk quality` = Calidad_tronco,
    `Trunk quality description` = Calidad_tronco_descripcion,
    `Fruit production` = Produccion_frutos,
    `Fruit production description` = Produccion_frutos_descripcion,
    `Fruit quality` = Calidad_frutos,
    `Fruit quality description` = Calidad_frutos_descripcion,
    `Foliage quality` = Calidad_follaje,
    `Foliage quality description` = Calidad_follaje_descripcion,
    `Forking description` = Bifurcacion_descripcion
  )

names(datos)
##  [1] "Individual"                   "Departament"                 
##  [3] "Province"                     "District"                    
##  [5] "Locality"                     "Station"                     
##  [7] "Basin"                        "DBH"                         
##  [9] "Crown diameter"               "Branch height"               
## [11] "Total height"                 "Number of branches"          
## [13] "Tree form"                    "Tree form description"       
## [15] "Trunk quality"                "Trunk quality description"   
## [17] "Fruit production"             "Fruit production description"
## [19] "Fruit quality"                "Fruit quality description"   
## [21] "Foliage quality"              "Foliage quality description" 
## [23] "Forking"                      "Forking description"         
## [25] "fito_IIhEd _k"                "fito_IIhHt_l"                
## [27] "fito_IIhM_m"                  "fito_IItM_n"                 
## [29] "fito_IItcbB_o_XX"             "fito_IItssHC_p_XX"           
## [31] "fito_IIrssHC_q_XX"            "fito_PsCh_r"                 
## [33] "fito_PsAh_s_XX"               "fito_PsLtr_t"                
## [35] "Parasitos_XX"                 "Carbonatos"                  
## [37] "CE"                           "Fosforo"                     
## [39] "Mat_Org"                      "Nitrogeno"                   
## [41] "Potasio"                      "pH"                          
## [43] "Suelo"

str(datos)
## tibble [631 × 43] (S3: tbl_df/tbl/data.frame)
##  $ Individual                  : Factor w/ 631 levels "BOSQ_1","BOSQ_10",..: 201 212 223 234 245 256 267 278 281 202 ...
##  $ Departament                 : Factor w/ 2 levels "Piura","Tumbes": 2 2 2 2 2 2 2 2 2 2 ...
##  $ Province                    : Factor w/ 5 levels "Contralmirante Villar",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ District                    : Factor w/ 8 levels "Chulucanas","Corrales",..: 2 2 2 2 2 2 2 2 2 2 ...
##  $ Locality                    : Factor w/ 13 levels "CC Ignacio Tavara",..: 4 4 4 4 4 4 4 4 4 4 ...
##  $ Station                     : Factor w/ 13 levels "EM 01","EM 02",..: 1 1 1 1 1 1 1 1 1 1 ...
##  $ Basin                       : Factor w/ 5 levels "Cuenca Bocapán",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ DBH                         : num [1:631] 21 19.7 20.7 21.6 18.1 ...
##  $ Crown diameter              : num [1:631] 5.1 6.85 6.3 6.6 6.5 6.6 4.2 5.25 4.35 7.85 ...
##  $ Branch height               : num [1:631] 3.5 3.7 1.8 1.8 3 2.1 4.5 3.8 1.9 2.59 ...
##  $ Total height                : num [1:631] 9.5 8.8 9 8.8 9 7.9 9.5 9 8.4 9.7 ...
##  $ Number of branches          : num [1:631] 6 8 10 8 6 10 8 5 5 6 ...
##  $ Tree form                   : Factor w/ 3 levels "1","2","3": 3 3 3 1 2 2 2 2 2 2 ...
##  $ Tree form description       : Factor w/ 3 levels "Intermediate trees",..: 3 3 3 2 1 1 1 1 1 1 ...
##  $ Trunk quality               : Factor w/ 3 levels "1","2","3": 2 2 1 2 1 1 2 2 2 2 ...
##  $ Trunk quality description   : Factor w/ 3 levels "High-quality tree, free of defects or with minimal defects",..: 2 2 3 2 3 3 2 2 2 2 ...
##  $ Fruit production            : Factor w/ 5 levels "0","1","2","3",..: 1 1 1 1 1 1 1 1 1 1 ...
##  $ Fruit production description: Factor w/ 5 levels "Trees bearing fruit on 100% of branches",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ Fruit quality               : Factor w/ 4 levels "0","1","2","3": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Fruit quality description   : Factor w/ 4 levels "Trees with bitter fruit",..: 3 3 3 3 3 3 3 3 3 3 ...
##  $ Foliage quality             : Factor w/ 3 levels "1","2","3": 1 2 2 1 1 1 2 2 2 2 ...
##  $ Foliage quality description : Factor w/ 3 levels "Trees with foliage on all branches",..: 2 3 3 2 2 2 3 3 3 3 ...
##  $ Forking                     : Factor w/ 3 levels "1","2","3": 3 3 3 2 2 3 3 3 3 3 ...
##  $ Forking description         : Factor w/ 3 levels "Forked at breast height (DBH)",..: 2 2 2 1 1 2 2 2 2 2 ...
##  $ fito_IIhEd _k               : Factor w/ 7 levels "4","5","6","7",..: NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_IIhHt_l                : Factor w/ 7 levels "4","5","6","7",..: NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IIhM_m                 : Factor w/ 7 levels "4","5","6","7",..: NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IItM_n                 : Factor w/ 2 levels "3","4": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IItcbB_o_XX            : Factor w/ 2 levels "3","4": NA 1 NA NA NA NA NA NA NA NA ...
##  $ fito_IItssHC_p_XX           : Factor w/ 3 levels "2","3","4": NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_IIrssHC_q_XX           : Factor w/ 2 levels "3","4": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_PsCh_r                 : Factor w/ 4 levels "2","3","4","5": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_PsAh_s_XX              : Factor w/ 5 levels "0","2","3","4",..: NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_PsLtr_t                : Factor w/ 3 levels "3","4","5": NA 1 NA NA NA NA NA NA NA NA ...
##  $ Parasitos_XX                : Factor w/ 1 level "Loranthaceae": NA NA NA NA NA NA NA NA NA NA ...
##  $ Carbonatos                  : num [1:631] 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 ...
##  $ CE                          : num [1:631] 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 ...
##  $ Fosforo                     : num [1:631] 38.1 38.1 38.1 38.1 38.1 ...
##  $ Mat_Org                     : num [1:631] 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 ...
##  $ Nitrogeno                   : num [1:631] 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 ...
##  $ Potasio                     : num [1:631] 267 267 267 267 267 ...
##  $ pH                          : num [1:631] 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 ...
##  $ Suelo                       : Factor w/ 2 levels "Arenoso","Franco Arenoso": 2 2 2 2 2 2 2 2 2 2 ...

summary(datos)
##    Individual  Departament                   Province  
##  BOSQ_1 :  1   Piura :357   Contralmirante Villar:122  
##  BOSQ_10:  1   Tumbes:274   Morropón             :223  
##  BOSQ_11:  1                Piura                : 55  
##  BOSQ_12:  1                Sullana              : 79  
##  BOSQ_13:  1                Tumbes               :152  
##  BOSQ_14:  1                                           
##  (Other):625                                           
##                   District         Locality      Station   
##  La Matanza           :136   INIA      : 81   EM 01  : 81  
##  Zorritos             :122   SENASA    : 74   EM 06  : 74  
##  Chulucanas           : 87   Rica playa: 71   EM 02  : 71  
##  Corrales             : 81   Monte Azul: 56   EM 12  : 56  
##  San Jacinto          : 71   Kurt Beer : 55   EM 07  : 55  
##  Veintiséis de Octubre: 55   Pedregal  : 52   EM 04  : 52  
##  (Other)              : 79   (Other)   :242   (Other):242  
##                Basin          DBH         Crown diameter   Branch height   
##  Cuenca Bocapán   : 96   Min.   : 10.19   Min.   : 1.700   Min.   : 0.150  
##  Cuenca Chira     : 79   1st Qu.: 16.55   1st Qu.: 6.475   1st Qu.: 1.700  
##  Cuenca Piura     :278   Median : 24.51   Median : 8.850   Median : 2.100  
##  Cuenca Tumbes    : 71   Mean   : 30.78   Mean   :10.014   Mean   : 2.622  
##  Intercuenca 13939:107   3rd Qu.: 40.66   3rd Qu.:13.025   3rd Qu.: 3.400  
##                          Max.   :150.24   Max.   :48.800   Max.   :11.100  
##                                                                            
##   Total height    Number of branches Tree form          Tree form description
##  Min.   : 3.200   Min.   : 2.000     1:195     Intermediate trees  :239      
##  1st Qu.: 7.500   1st Qu.: 4.000     2:239     Multi-stemmed trees :195      
##  Median : 9.500   Median : 5.000     3:197     Single-stemmed trees:197      
##  Mean   : 9.729   Mean   : 5.798                                             
##  3rd Qu.:11.950   3rd Qu.: 7.000                                             
##  Max.   :28.000   Max.   :16.000                                             
##                   NA's   :359                                                
##  Trunk quality
##  1:188        
##  2:248        
##  3:195        
##               
##               
##               
##               
##                                               Trunk quality description
##  High-quality tree, free of defects or with minimal defects:195        
##  Moderate-quality tree with defects                        :248        
##  Poor-quality tree with significant defects                :188        
##                                                                        
##                                                                        
##                                                                        
##                                                                        
##  Fruit production                               Fruit production description
##  0:332            Trees bearing fruit on 100% of branches     : 37          
##  1: 93            Trees bearing fruit on up to 25% of branches: 93          
##  2:117            Trees bearing fruit on up to 50% of branches:117          
##  3: 52            Trees bearing fruit on up to 75% of branches: 52          
##  4: 37            Trees without fruit                         :332          
##                                                                             
##                                                                             
##  Fruit quality                Fruit quality description Foliage quality
##  0:337         Trees with bitter fruit     : 14         1:139          
##  1: 14         Trees with sweet fruit      :223         2:265          
##  2:223         Trees with very bitter fruit:337         3:227          
##  3: 57         Trees with very sweet fruit : 57                        
##                                                                        
##                                                                        
##                                                                        
##                                      Foliage quality description Forking
##  Trees with foliage on all branches                :227          1: 25  
##  Trees with foliage on up to one-third of branches :139          2: 82  
##  Trees with foliage on up to two-thirds of branches:265          3:524  
##                                                                         
##                                                                         
##                                                                         
##                                                                         
##                                         Forking description fito_IIhEd _k
##  Forked at breast height (DBH)                    : 82      8      : 12  
##  No evidence of bifurcation                       :524      9      : 10  
##  Presence of bifurcation below breast height (DBH): 25      10     :  9  
##                                                             6      :  5  
##                                                             4      :  2  
##                                                             (Other):  2  
##                                                             NA's   :591  
##   fito_IIhHt_l  fito_IIhM_m  fito_IItM_n fito_IItcbB_o_XX fito_IItssHC_p_XX
##  8      : 13   9      : 11   3   :  2    3   :  3         2   :  1         
##  10     : 11   10     : 10   4   : 38    4   : 20         3   :  1         
##  9      :  7   8      :  9   NA's:591    NA's:608         4   : 21         
##  7      :  3   5      :  4                                NA's:608         
##  4      :  2   7      :  3                                                 
##  (Other):  4   (Other):  3                                                 
##  NA's   :591   NA's   :591                                                 
##  fito_IIrssHC_q_XX fito_PsCh_r fito_PsAh_s_XX fito_PsLtr_t       Parasitos_XX
##  3   :  1          2   :  1    0   :  1       3   : 14     Loranthaceae: 48  
##  4   : 22          3   :  8    2   :  1       4   :  6     NA's        :583  
##  NA's:608          4   :  5    3   :  3       5   : 20                       
##                    5   : 26    4   :  3       NA's:591                       
##                    NA's:591    5   : 16                                      
##                                NA's:607                                      
##                                                                              
##    Carbonatos           CE            Fosforo          Mat_Org     
##  Min.   :0.0900   Min.   :0.0310   Min.   :  8.42   Min.   :0.190  
##  1st Qu.:0.0900   1st Qu.:0.1110   1st Qu.: 27.82   1st Qu.:0.480  
##  Median :1.2700   Median :0.1800   Median : 38.12   Median :0.970  
##  Mean   :0.9929   Mean   :0.6867   Mean   : 93.04   Mean   :2.179  
##  3rd Qu.:1.5500   3rd Qu.:0.3220   3rd Qu.:211.00   3rd Qu.:4.100  
##  Max.   :2.1000   Max.   :7.6900   Max.   :250.10   Max.   :6.700  
##                                                                    
##    Nitrogeno          Potasio             pH                   Suelo    
##  Min.   :0.03000   Min.   :  11.1   Min.   :5.590   Arenoso       :235  
##  1st Qu.:0.09000   1st Qu.: 221.5   1st Qu.:6.390   Franco Arenoso:396  
##  Median :0.09000   Median : 267.4   Median :7.510                       
##  Mean   :0.09021   Mean   : 418.4   Mean   :7.407                       
##  3rd Qu.:0.10000   3rd Qu.: 465.9   3rd Qu.:8.420                       
##  Max.   :0.20000   Max.   :1321.1   Max.   :8.680                       
## 

data_variables <- datos %>%
  select(
    Individual, Departament, Province, District, Locality, Station, Basin,
    DBH:`Total height`,
    `Tree form`,
    `Trunk quality`,
    `Fruit production`,
    `Fruit quality`,
    `Foliage quality`,
    Forking,
    `fito_IIhEd _k`:Parasitos_XX,
    Carbonatos:pH
  )

str(data_variables)
## tibble [631 × 35] (S3: tbl_df/tbl/data.frame)
##  $ Individual       : Factor w/ 631 levels "BOSQ_1","BOSQ_10",..: 201 212 223 234 245 256 267 278 281 202 ...
##  $ Departament      : Factor w/ 2 levels "Piura","Tumbes": 2 2 2 2 2 2 2 2 2 2 ...
##  $ Province         : Factor w/ 5 levels "Contralmirante Villar",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ District         : Factor w/ 8 levels "Chulucanas","Corrales",..: 2 2 2 2 2 2 2 2 2 2 ...
##  $ Locality         : Factor w/ 13 levels "CC Ignacio Tavara",..: 4 4 4 4 4 4 4 4 4 4 ...
##  $ Station          : Factor w/ 13 levels "EM 01","EM 02",..: 1 1 1 1 1 1 1 1 1 1 ...
##  $ Basin            : Factor w/ 5 levels "Cuenca Bocapán",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ DBH              : num [1:631] 21 19.7 20.7 21.6 18.1 ...
##  $ Crown diameter   : num [1:631] 5.1 6.85 6.3 6.6 6.5 6.6 4.2 5.25 4.35 7.85 ...
##  $ Branch height    : num [1:631] 3.5 3.7 1.8 1.8 3 2.1 4.5 3.8 1.9 2.59 ...
##  $ Total height     : num [1:631] 9.5 8.8 9 8.8 9 7.9 9.5 9 8.4 9.7 ...
##  $ Tree form        : Factor w/ 3 levels "1","2","3": 3 3 3 1 2 2 2 2 2 2 ...
##  $ Trunk quality    : Factor w/ 3 levels "1","2","3": 2 2 1 2 1 1 2 2 2 2 ...
##  $ Fruit production : Factor w/ 5 levels "0","1","2","3",..: 1 1 1 1 1 1 1 1 1 1 ...
##  $ Fruit quality    : Factor w/ 4 levels "0","1","2","3": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Foliage quality  : Factor w/ 3 levels "1","2","3": 1 2 2 1 1 1 2 2 2 2 ...
##  $ Forking          : Factor w/ 3 levels "1","2","3": 3 3 3 2 2 3 3 3 3 3 ...
##  $ fito_IIhEd _k    : Factor w/ 7 levels "4","5","6","7",..: NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_IIhHt_l     : Factor w/ 7 levels "4","5","6","7",..: NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IIhM_m      : Factor w/ 7 levels "4","5","6","7",..: NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IItM_n      : Factor w/ 2 levels "3","4": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IItcbB_o_XX : Factor w/ 2 levels "3","4": NA 1 NA NA NA NA NA NA NA NA ...
##  $ fito_IItssHC_p_XX: Factor w/ 3 levels "2","3","4": NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_IIrssHC_q_XX: Factor w/ 2 levels "3","4": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_PsCh_r      : Factor w/ 4 levels "2","3","4","5": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_PsAh_s_XX   : Factor w/ 5 levels "0","2","3","4",..: NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_PsLtr_t     : Factor w/ 3 levels "3","4","5": NA 1 NA NA NA NA NA NA NA NA ...
##  $ Parasitos_XX     : Factor w/ 1 level "Loranthaceae": NA NA NA NA NA NA NA NA NA NA ...
##  $ Carbonatos       : num [1:631] 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 ...
##  $ CE               : num [1:631] 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 ...
##  $ Fosforo          : num [1:631] 38.1 38.1 38.1 38.1 38.1 ...
##  $ Mat_Org          : num [1:631] 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 ...
##  $ Nitrogeno        : num [1:631] 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 ...
##  $ Potasio          : num [1:631] 267 267 267 267 267 ...
##  $ pH               : num [1:631] 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 ...

data_coordenadas <- gs %>%
  range_read("total") %>%
  select(
    Individuo,
    Departamento = "Depart", Provincia,
    Distrito, Localidad, Estación, Cuenca, UTM_X, UTM_Y, UTM_E_suelo,
    UTM_N_suelo
  )

str(data_coordenadas)
## tibble [631 × 11] (S3: tbl_df/tbl/data.frame)
##  $ Individuo   : chr [1:631] "INIA_1" "INIA_2" "INIA_3" "INIA_4" ...
##  $ Departamento: chr [1:631] "Tumbes" "Tumbes" "Tumbes" "Tumbes" ...
##  $ Provincia   : chr [1:631] "Tumbes" "Tumbes" "Tumbes" "Tumbes" ...
##  $ Distrito    : chr [1:631] "Corrales" "Corrales" "Corrales" "Corrales" ...
##  $ Localidad   : chr [1:631] "INIA" "INIA" "INIA" "INIA" ...
##  $ Estación    : chr [1:631] "EM 01" "EM 01" "EM 01" "EM 01" ...
##  $ Cuenca      : chr [1:631] "Intercuenca 13939" "Intercuenca 13939" "Intercuenca 13939" "Intercuenca 13939" ...
##  $ UTM_X       : num [1:631] 552255 552250 552258 552245 552245 ...
##  $ UTM_Y       : num [1:631] 9600622 9600629 9600636 9600644 9600644 ...
##  $ UTM_E_suelo : num [1:631] 552188 552188 552188 552188 552188 ...
##  $ UTM_N_suelo : num [1:631] 9600766 9600766 9600766 9600766 9600766 ...

data_clima <- gs %>%
  range_read("clima")

str(data_clima)
## tibble [13 × 11] (S3: tbl_df/tbl/data.frame)
##  $ Locality: chr [1:13] "ISA REP" "Pedregal" "Rica playa" "INIA" ...
##  $ CS      : num [1:13] 11.4 11.2 11.2 11.2 11.2 11.3 11.3 11.4 11.4 11.4 ...
##  $ pp      : num [1:13] 191 312 312 496 312 ...
##  $ RH      : num [1:13] 62 60.4 60.4 73.1 60.4 62 64.3 62.6 61.5 61.5 ...
##  $ Tmean   : num [1:13] 25.7 26.3 26.3 25.3 26.3 25.7 24.6 22.9 24.6 24.6 ...
##  $ WS      : num [1:13] 4 2.9 2.9 3.4 2.9 4 3.4 2.1 2.6 2.6 ...
##  $ Tmax    : num [1:13] 38.2 39.3 39.3 31.4 39.3 38.2 38.5 35.6 38.6 38.6 ...
##  $ Tmin    : num [1:13] 16.3 17.3 17.3 20.4 17.3 16.3 15.6 14 15.6 15.6 ...
##  $ SLI     : num [1:13] 26 17 51 5 77 37 92 85 118 99 ...
##  $ Slope   : num [1:13] 5.13 4.06 0.33 1.86 3.83 1.4 1.77 2.65 3.75 3.24 ...
##  $ DW      : num [1:13] 347.9 14.2 275.2 983.9 347.9 ...

datos %>% kable(caption = "Evaluation of mesquite trees", align = "c")

Evaluation of mesquite trees

Individual	Departament	Province	District	Locality	Station	Basin	DBH	Crown diameter	Branch height	Total height	Number of branches	Tree form	Tree form description	Trunk quality	Trunk quality description	Fruit production	Fruit production description	Fruit quality	Fruit quality description	Foliage quality	Foliage quality description	Forking	Forking description	fito_IIhEd _k	fito_IIhHt_l	fito_IIhM_m	fito_IItM_n	fito_IItcbB_o_XX	fito_IItssHC_p_XX	fito_IIrssHC_q_XX	fito_PsCh_r	fito_PsAh_s_XX	fito_PsLtr_t	Parasitos_XX	Carbonatos	CE	Fosforo	Mat_Org	Nitrogeno	Potasio	pH	Suelo
INIA_1	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	21.00840	5.100	3.50	9.50	6	3	Single-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_2	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	19.73517	6.850	3.70	8.80	8	3	Single-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation	6	5	5	4	3	4	4	3	3	3		1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_3	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	20.69009	6.300	1.80	9.00	10	3	Single-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_4	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	21.64502	6.600	1.80	8.80	8	1	Multi-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_5	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	18.14362	6.500	3.00	9.00	6	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_6	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	21.96333	6.600	2.10	7.90	10	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_7	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	14.64222	4.200	4.50	9.50	8	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_8	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	13.36898	5.250	3.80	9.00	5	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_9	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	13.36898	4.350	1.90	8.40	5	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_10	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	23.55488	7.850	2.59	9.70	6	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_11	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	18.46193	7.000	4.80	8.00	8	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_12	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	19.09855	8.500	5.80	9.40	7	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_13	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	16.55208	3.450	4.40	8.70		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_14	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	13.36898	4.500	5.50	9.00	4	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_15	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	13.05067	2.550	3.50	8.90	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_16	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	19.09855	8.950	3.80	9.00	7	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_17	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	18.46193	6.150	5.50	9.00	8	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_18	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	20.69009	6.900	4.80	9.00	14	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_19	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	24.50980	7.000	5.50	9.00	10	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation	5	5	5	4	4	4	3	3	3	5		1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_20	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	21.64502	8.750	3.80	9.00	14	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_21	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	21.64502	8.850	4.20	10.80	7	2	Intermediate trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_22	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	21.32671	8.650	1.70	10.20	8	2	Intermediate trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_23	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	21.96333	8.850	1.30	11.50	7	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation	6	7	8	4	4	4	4	5	5	4		1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_24	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	23.23657	11.100	2.70	8.00	13	2	Intermediate trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_25	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	19.09855	12.100	5.10	9.20	10	1	Multi-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_26	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	18.46193	12.650	2.30	10.00	8	1	Multi-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_27	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	14.32391	5.300	1.30	7.50	3	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_28	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	17.18869	7.100	2.80	8.50	3	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_29	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	22.28164	6.450	1.30	8.50	4	2	Intermediate trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_30	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	20.05348	9.350	3.40	9.90	8	2	Intermediate trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_31	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	26.41966	10.300	3.40	9.20	12	2	Intermediate trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_32	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	20.37179	8.950	2.10	9.80	10	2	Intermediate trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_33	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	27.37459	10.000	1.40	9.80	10	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_34	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	18.14362	9.150	2.00	7.30	4	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_35	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	20.05348	8.550	3.13	9.60	4	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_36	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	19.09855	10.950	2.10	8.90	5	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_37	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	28.01120	11.600	3.10	9.80	4	3	Single-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_38	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	20.37179	9.500	2.10	10.00	3	3	Single-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_39	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	14.32391	9.500	4.20	9.70	5	3	Single-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_40	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	14.00560	8.100	4.20	10.00	9	3	Single-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_41	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	17.50700	6.000	3.10	9.80	4	3	Single-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_42	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	21.00840	6.050	1.67	9.80	2	2	Intermediate trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_43	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	14.96053	6.000	2.50	5.50	4	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_44	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	10.50420	8.500	1.60	5.50	6	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_45	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	10.82251	6.900	1.80	5.50	4	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_46	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	19.73517	5.350	1.54	9.20	6	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_47	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	17.18869	9.750	1.54	9.20	4	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_48	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	25.14642	11.650	2.10	8.90	8	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_49	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	16.55208	7.650	2.50	9.20	6	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_50	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	15.59715	4.800	2.40	9.50	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_51	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	29.28444	13.500	1.80	9.00	7	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_52	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	21.96333	10.700	2.30	8.00	6	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_53	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	20.69009	12.400	1.75	8.00	7	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)	6	6	6	3	3	2	4	4	4	4		1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_54	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	24.19149	11.000	3.40	9.80	8	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_55	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	33.74077	14.200	1.65	8.70	4	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_56	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	19.41686	9.550	3.20	9.10	5	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_57	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	17.18869	7.050	1.65	7.30	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_58	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	11.14082	4.750	1.80	5.00	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_59	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	11.77744	4.850	1.50	4.00	5	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_60	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	11.14082	4.000	2.80	4.00	4	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_61	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	19.41686	4.750	2.50	5.50	6	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_62	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	26.41966	5.150	2.10	5.20	4	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_63	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	18.14362	4.350	1.20	5.30	6	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_64	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	11.45913	5.955	2.30	4.50	5	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_65	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	11.14082	5.960	3.00	6.00	5	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_66	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	11.14082	5.965	2.80	5.50	5	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_67	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	26.41966	6.100	2.60	5.40	4	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation	6	7	6	3	3	4	4	5	5	3		1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_68	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	19.09855	10.600	3.50	4.50	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_69	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	20.69009	4.300	4.20	5.70	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_70	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	12.09575	7.325	3.50	5.50	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_71	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	15.27884	6.150	2.00	5.50	4	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_72	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	11.77744	6.150	2.50	6.00	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_73	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	12.73237	8.200	1.40	5.50	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_74	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	13.05067	9.500	1.70	6.00	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_75	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	11.77744	9.700	2.20	6.00	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_76	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	25.46473	10.500	1.60	8.00	6	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_77	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	16.87038	6.200	2.00	8.00	5	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_78	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	18.14362	6.750	1.70	7.00	7	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_79	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	14.00560	6.150	2.10	8.00	5	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_80	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	11.77744	5.300	2.40	7.00	4	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
INIA_81	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	13.36898	4.850	2.10	9.00	5	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.27	0.150	38.12	0.48	0.10	267.40	8.42	Franco Arenoso
RICA_1	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	23.55488	10.950	2.20	11.50	7	3	Single-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	2	Forked at breast height (DBH)											Loranthaceae	1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_2	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	32.14922	15.150	3.10	12.20	15	3	Single-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	2	Forked at breast height (DBH)											Loranthaceae	1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_3	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	29.92106	15.250	2.30	13.50	9	3	Single-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	10	10	10	4	4	4	4	5	5	5		1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_4	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	27.05628	9.600	2.80	12.80	10	2	Intermediate trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_5	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	31.51261	8.500	3.20	12.00	12	3	Single-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_6	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	18.14362	9.200	1.50	10.50	12	2	Intermediate trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_7	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	15.91546	10.950	1.80	6.70	4	2	Intermediate trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation											Loranthaceae	1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_8	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	12.09575	10.100	1.40	7.19	6	2	Intermediate trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation											Loranthaceae	1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_9	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	18.46193	11.700	1.70	8.20	7	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation											Loranthaceae	1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_10	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	15.59715	9.150	2.30	5.20	8	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation											Loranthaceae	1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_11	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	21.00840	12.150	2.10	10.50	8	2	Intermediate trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_12	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	23.55488	12.000	2.50	12.00	7	1	Multi-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_13	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	29.28444	13.800	1.45	13.50	16	2	Intermediate trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation	8	8	9	4	4	4	4	4	4	3	Loranthaceae	1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_14	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	22.28164	6.750	1.30	6.00	9	1	Multi-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation											Loranthaceae	1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_15	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	20.37179	7.100	2.40	10.50	6	2	Intermediate trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation	9	8	9	4	4	4	4	5	5	4		1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_16	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	17.50700	7.250	2.80	11.80	5	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_17	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	28.64782	10.450	1.30	11.50	5	2	Intermediate trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_18	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	14.64222	6.500	1.65	8.00	6	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_19	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	12.73237	5.650	1.65	6.30	3	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_20	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	20.69009	6.200	2.50	12.80	5	1	Multi-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_21	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	23.55488	8.700	2.70	13.00	8	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_22	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	14.32391	7.450	2.60	4.20	6	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_23	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	20.37179	9.600	1.73	9.20	7	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_24	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	15.27884	4.150	5.00	9.80	6	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_25	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	15.59715	4.500	1.90	6.50	7	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_26	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	10.82251	7.500	1.50	4.10	6	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_27	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	11.77744	4.250	1.90	4.30	6	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_28	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	21.32671	8.850	1.20	6.50	12	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_29	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	15.59715	7.250	1.00	6.30	9	1	Multi-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_30	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	15.27884	8.250	1.10	6.20	10	1	Multi-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_31	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	15.27884	6.350	0.80	5.60	8	1	Multi-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_32	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	10.82251	4.250	1.60	4.80	4	1	Multi-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation											Loranthaceae	1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_33	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	10.82251	8.900	1.10	6.20	5	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	2	Forked at breast height (DBH)												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_34	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	12.09575	6.850	0.80	5.00	8	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_35	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	16.87038	7.200	1.80	9.20	4	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_36	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	14.64222	6.100	3.60	8.80	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_37	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	12.73237	6.400	1.60	7.70	4	1	Multi-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_38	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	13.05067	6.250	1.80	8.20	6	1	Multi-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_39	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	15.59715	8.600	1.65	9.00	11	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_40	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	12.09575	4.900	1.40	8.50	4	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_41	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	14.96053	6.800	1.70	7.80	6	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation											Loranthaceae	1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_42	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	12.41406	8.200	1.60	7.50	4	1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation											Loranthaceae	1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_43	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	16.87038	8.350	3.20	8.50	7	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation											Loranthaceae	1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_44	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	14.96053	8.250	4.50	8.20	8	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation											Loranthaceae	1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_45	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	11.14082	5.200	1.70	7.20	4	3	Single-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation											Loranthaceae	1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_46	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	11.14082	3.950	1.70	6.50	4	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_47	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	13.68729	7.250	1.50	5.80	7	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_48	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	10.50420	4.250	1.20	5.80	3	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_49	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	12.73237	3.550	1.30	6.20	4	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_50	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	11.45913	4.850	1.80	6.30	3	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_51	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	13.05067	6.950	1.55	6.80	4	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_52	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	12.09575	6.100	1.80	6.90	5	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_53	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	11.14082	6.250	1.50	8.10	4	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_54	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	12.73237	6.250	1.60	7.90	3	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_55	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	10.18589	7.050	1.70	7.90	2	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_56	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	12.41406	6.050	1.00	7.90	3	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_57	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	11.45913	6.700	1.80	7.90	4	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_58	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	13.05067	8.650	1.50	7.10	6	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_59	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	10.82251	4.450	1.40	7.90	3	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_60	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	18.46193	8.150	1.80	7.80	8	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation	8	8	9	4	4	4	4	5	5	3		1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_61	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	15.91546	10.000	1.60	8.20	11	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_62	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	10.50420	7.000	1.00	7.90	7	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_63	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	15.91546	6.500	1.30	6.90	7	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_64	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	11.77744	7.300	1.20	4.50	4	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_65	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	10.82251	5.900	1.30	5.20	8	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_66	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	11.14082	5.000	1.20	5.80	4	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_67	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	14.64222	8.500	6.00	5.20	6	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_68	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	14.00560	7.250	1.80	6.80	5	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_69	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	14.96053	7.600	1.90	7.10	6	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_70	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	15.91546	8.300	2.10	8.10	8	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation	8	8	7	4	4	4	4	3	3	5		1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
RICA_71	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	16.87038	9.100	1.70	7.20	5	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.48	0.060	27.82	0.26	0.03	11.10	8.68	Arenoso
PLANDIR_1	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	22.91826	9.300	1.50	6.20	12	2	Intermediate trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation	4	4	5	4	4	4	4	2	2	3	Loranthaceae	1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_2	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	14.64222	6.400	1.40	5.80	6	2	Intermediate trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_3	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	12.09575	7.750	1.70	5.80	5	2	Intermediate trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_4	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	23.87319	7.850	1.35	4.50	6	2	Intermediate trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_5	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	20.05348	8.750	1.75	5.30	10	2	Intermediate trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_6	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	14.64222	4.900	1.40	5.10	6	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_7	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	12.09575	3.950	1.75	5.00	7	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_8	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	10.50420	3.500	1.40	4.80	5	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	2	Forked at breast height (DBH)											Loranthaceae	1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_9	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	12.09575	4.900	1.20	4.80	5	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	2	Forked at breast height (DBH)												1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_10	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	16.87038	5.300	1.30	4.80	10	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_11	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	17.50700	6.000	1.40	4.80	11	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation											Loranthaceae	1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_12	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	21.96333	9.900	1.50	6.50	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_13	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	10.50420	5.750	0.70	4.30	8	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation											Loranthaceae	1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_14	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	10.50420	4.650	0.40	4.05	5	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	2	Forked at breast height (DBH)												1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_15	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	12.09575	3.600	1.60	3.20	2	1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)											Loranthaceae	1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_16	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	12.73237	4.400	1.70	3.20	3	1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_17	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	14.32391	2.950	1.65	3.20	4	1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	2	Forked at breast height (DBH)												1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_18	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	12.09575	5.200	1.35	3.80	5	1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation											Loranthaceae	1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_19	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	10.18589	4.900	0.80	3.40	12	1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation											Loranthaceae	1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_20	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	16.55208	9.450	1.00	3.60	5	1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation											Loranthaceae	1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_21	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	32.14922	10.550	1.30	5.60	5	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation	6	6	5	4	4	3	4	5	5	3		1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_22	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	15.91546	5.550	0.53	3.80	4	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_23	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	20.37179	5.400	1.80	5.10	6	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_24	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	18.14362	5.700	1.00	5.10	4	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_25	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	10.18589	5.550	1.50	4.90	7	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)	4	4	4	4	4	4	4	5	5	4	Loranthaceae	1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PLANDIR_26	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	10.50420	5.100	1.40	5.00	6	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.55	0.280	32.57	0.88	0.06	341.50	8.12	Franco Arenoso
PEDRE_1	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	31.19430	6.750	2.30	11.00	6	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	2	Forked at breast height (DBH)												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_2	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	13.36898	5.500	1.80	8.90	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	2	Forked at breast height (DBH)												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_3	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	11.14082	4.750	2.00	9.00	6	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_4	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	30.23937	9.250	1.60	12.00	6	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_5	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	41.38019	13.150	1.80	12.80	4	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	2	Forked at breast height (DBH)												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_6	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	18.14362	4.800	2.00	10.00	3	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	2	Forked at breast height (DBH)												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_7	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	24.50980	5.200	3.00	9.00	4	3	Single-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_8	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	40.42526	12.450	4.00	12.80	7	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	9	9	9	4	4	4	4	5	5	3		1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_9	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	42.97173	13.350	1.40	9.80	8	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_10	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	37.24217	8.850	4.80	9.20	4	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation									0			1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_11	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	27.37459	6.950	3.50	6.50	6	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_12	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	43.60835	7.150	4.80	12.50	8	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation	9	10	9	4	4	4	4	5	5	5		1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_13	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	30.55768	8.000	3.50	9.50	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_14	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	35.96893	9.450	5.30	10.20	4	2	Intermediate trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_15	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	30.23937	8.250	3.50	9.80	3	2	Intermediate trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_16	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	58.56888	13.050	1.60	10.60	3	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_17	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	29.92106	5.350	2.20	4.80	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_18	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	27.37459	9.450	1.70	8.00	3	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_19	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	57.29565	17.500	1.90	12.30	4	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_20	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	32.30838	1.700	3.00	7.50	6	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_21	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	14.32391	7.200	1.55	5.50	6	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_22	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	28.64782	15.200	1.70	8.90	7	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_23	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	36.92386	10.300	1.80	9.20	3	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_24	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	17.50700	4.650	1.40	7.50	6	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_25	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	25.46473	7.000	1.70	8.00	6	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_26	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	19.09855	7.000	4.20	8.00	4	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_27	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	23.71403	5.650	3.80	8.00	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_28	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	63.98014	14.350	1.70	9.50	4	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	10	10	10	4	4	4	4	5	5	5		1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_29	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	62.07028	11.600	4.20	9.50	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	2	Forked at breast height (DBH)												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_30	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	22.59995	7.400	1.20	7.20	8	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_31	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	15.59715	7.000	1.80	4.20	5	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_32	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	10.18589	5.700	1.50	4.10	4	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_33	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	10.18589	5.000	1.52	5.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation	8	8	7	4	4	4	4	5	5	5	Loranthaceae	1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_34	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	18.46193	5.000	1.35	4.80	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_35	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	10.18589	4.000	1.60	4.80	7	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_36	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	23.87319	9.750	1.70	7.50	12	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation	7	7	7	4	4	4	4	5	5	5		1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_37	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	42.33512	11.100	1.50	10.40	6	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_38	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	44.56328	10.050	4.80	11.20	7	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_39	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	27.69290	7.550	1.90	10.40	3	2	Intermediate trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_40	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	36.28724	13.150	1.80	6.20	2	2	Intermediate trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_41	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	26.73797	6.800	1.70	5.00	3	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	1	Trees with bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_42	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	35.01401	4.800	1.90	4.10	4	2	Intermediate trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation											Loranthaceae	1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_43	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	33.10415	9.300	2.00	7.20	7	2	Intermediate trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_44	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	28.32951	6.900	3.00	8.00	4	2	Intermediate trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)											Loranthaceae	1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_45	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	49.65623	12.300	3.00	9.40	5	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_46	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	28.64782	6.800	4.80	9.40	3	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_47	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	32.78584	6.500	5.00	8.50	2	2	Intermediate trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_48	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	42.01681	7.600	1.55	8.20	2	2	Intermediate trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_49	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	15.27884	6.050	1.40	9.80	4	2	Intermediate trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation											Loranthaceae	1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_50	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	33.10415	10.800	1.70	8.50	7	2	Intermediate trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_51	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	33.74077	7.800	3.40	8.80	14	2	Intermediate trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation											Loranthaceae	1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
PEDRE_52	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	26.41966	6.900	1.20	8.00	13	2	Intermediate trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.58	0.180	48.00	0.49	0.03	221.50	8.33	Arenoso
BOSQ_1	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	28.64782	8.700	2.30	10.10	3	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	2	Forked at breast height (DBH)	9	10	10	4	4	4	4	4	4	3	Loranthaceae	1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_2	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	21.32671	12.700	2.03	10.20	6	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	2	Forked at breast height (DBH)											Loranthaceae	1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_3	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	16.23377	5.050	1.55	4.90	4	1	Multi-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)											Loranthaceae	1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_4	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	11.45913	6.050	1.70	6.40	3	2	Intermediate trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_5	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	12.41406	5.250	1.90	6.40	5	2	Intermediate trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)											Loranthaceae	1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_6	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	13.05067	6.950	2.00	6.40	4	2	Intermediate trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_7	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	11.14082	5.050	1.68	6.40	3	2	Intermediate trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)											Loranthaceae	1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_8	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	33.42246	7.425	1.75	9.20	5	1	Multi-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_9	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	33.10415	9.300	2.30	9.50	6	2	Intermediate trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation											Loranthaceae	1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_10	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	20.37179	8.800	1.70	6.20	9	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_11	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	66.84492	17.900	5.40	13.20	8	3	Single-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	10	10	10	4	4	4	4	5	5	5	Loranthaceae	1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_12	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	16.23377	10.000	1.80	8.40	6	2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_13	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	22.28164	7.350	3.20	7.50	4	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_14	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	70.02801	7.200	1.45	5.50	6	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_15	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	47.74637	18.200	4.10	10.80	6	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation	9	9	9	4	4	4	4	5	5	5	Loranthaceae	1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_16	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	49.97454	19.600	2.20	11.40	8	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation											Loranthaceae	1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_17	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	16.55208	9.600	1.80	9.40	3	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_18	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	44.56328	16.550	3.68	10.20	10	3	Single-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_19	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	43.29004	16.900	2.10	11.10	10	3	Single-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation											Loranthaceae	1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_20	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	11.45913	9.100	2.05	6.80	4	3	Single-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_21	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	55.38579	17.450	1.80	5.10	5	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_22	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	77.03081	16.000	1.70	10.40	9	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation											Loranthaceae	1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_23	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	11.45913	4.300	1.65	4.60	4	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_24	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	22.28164	6.100	1.30	6.80	6	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)											Loranthaceae	1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_25	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	18.46193	5.800	1.30	6.80	5	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_26	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	34.05908	7.000	2.40	8.20	5	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation											Loranthaceae	1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_27	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	13.36898	6.450	2.30	5.10	4	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation											Loranthaceae	1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_28	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	38.83372	11.700	4.50	11.20	6	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_29	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	42.65342	13.500	2.20	10.90	6	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation											Loranthaceae	1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_30	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	46.47313	13.750	5.80	10.90	4	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_31	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	34.69570	14.050	5.40	10.90	4	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation											Loranthaceae	1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_32	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	15.27884	3.950	1.65	8.20	2	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_33	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	14.00560	4.350	3.40	8.20	6	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_34	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	14.73771	6.600	3.10	7.10	5	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_35	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	13.68729	6.150	1.75	6.90	7	3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_36	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	78.94067	14.590	5.95	16.20	4	3	Single-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	10	10	10	4	4	4	4	5	5	5		1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_37	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	70.66463	14.700	3.20	14.20	3	3	Single-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_38	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	49.65623	9.300	2.60	13.00	3	3	Single-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_39	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	14.32391	4.150	1.90	7.50	3	3	Single-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_40	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	14.00560	5.300	1.85	7.50	4	3	Single-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_41	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	42.01681	10.350	1.68	11.50	4	3	Single-stemmed trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_42	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	86.58009	21.850	2.50	15.20	4	3	Single-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	10	10	10	4	4	4	4	5	5	5		1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_43	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	15.27884	4.500	2.40	4.80	3	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
BOSQ_44	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	11.77744	4.500	1.80	5.40	3	2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.57	0.380	28.94	0.19	0.09	74.40	8.56	Arenoso
FUNDSE_1	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	32.15000	10.800	1.90	11.00		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_2	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	27.06000	7.450	2.50	11.00		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_3	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	22.92000	7.600	2.10	11.00		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_4	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	28.97000	8.150	2.53	10.50		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_5	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	12.96000	8.400	1.77	8.00		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_6	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	26.42000	7.850	1.80	11.00		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_7	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	19.39000	7.200	3.40	10.50		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_8	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	20.05000	8.600	2.50	10.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_9	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	20.69000	7.400	2.80	9.60		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_10	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	25.62000	6.150	3.50	10.00		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_11	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	31.51000	7.600	4.80	10.00		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_12	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	34.06000	7.850	3.70	10.00		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_13	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	25.78000	6.400	4.90	10.90		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_14	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	19.74000	8.200	3.50	9.50		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_15	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	23.87000	6.900	3.20	10.00		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_16	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	15.60000	5.500	4.30	9.60		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_17	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	16.07000	4.200	2.54	10.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_18	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	19.10000	3.750	3.80	9.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_19	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	23.55000	5.350	3.30	9.60		1	Multi-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_20	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	14.32000	4.600	1.70	6.60		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_21	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	12.73000	4.450	3.20	9.00		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_22	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	19.32000	6.750	2.70	8.20		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_23	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	19.42000	3.500	1.60	11.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_24	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	16.87000	2.400	2.10	9.40		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_25	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	19.10000	3.600	2.10	9.40		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_26	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	21.01000	4.850	1.57	9.90		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_27	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	27.69000	9.350	2.70	9.80		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_28	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	27.06000	5.750	2.35	9.80		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_29	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	36.29000	11.400	1.75	11.30		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_30	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	23.87000	6.550	1.92	9.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_31	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	18.14000	4.750	3.00	9.90		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_32	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	25.46000	6.000	3.20	9.90		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_33	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	14.32000	6.150	1.20	7.00		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_34	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	10.50000	6.000	2.39	9.60		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_35	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	16.23000	5.350	3.10	10.10		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_36	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	22.28000	7.100	1.59	8.60		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_37	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	21.01000	5.300	0.40	9.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_38	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	15.28000	2.250	0.40	9.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_39	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	21.01000	5.100	2.50	6.70		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_40	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	15.92000	4.350	3.80	9.70		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_41	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	24.83000	6.850	3.20	10.50		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_42	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	13.69000	4.450	1.70	9.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_43	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	14.01000	4.150	1.70	9.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_44	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	21.96000	6.200	4.00	9.90		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_45	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	21.01000	5.800	4.10	9.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_46	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	19.10000	2.450	3.60	8.40		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_47	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	16.55000	4.050	4.20	8.10		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_48	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	15.92000	4.500	2.30	11.00		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_49	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	24.19000	4.950	4.50	11.40		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_50	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	28.65000	4.550	6.60	11.20		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_51	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	35.65000	13.100	6.50	11.00		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_52	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	16.04000	5.000	4.70	10.80		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_53	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	25.15000	4.600	3.83	8.00		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_54	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	33.42000	10.300	5.20	9.20		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_55	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	19.10000	6.350	5.00	9.50		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_56	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	28.65000	8.950	5.73	11.20		2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_57	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	73.53000	17.400	3.30	11.40		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_58	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	26.10000	8.200	3.20	10.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_59	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	15.60000	7.300	3.80	10.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_60	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	25.78000	8.520	4.20	10.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_61	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	20.69000	7.700	3.00	13.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_62	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	42.02000	7.800	2.50	11.40		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_63	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	27.37000	8.800	1.80	10.00		2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_64	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	18.78000	6.700	3.20	8.80		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_65	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	18.78000	3.800	2.50	7.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_66	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	29.28000	8.100	3.70	10.80		2	Intermediate trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_67	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	18.46000	5.350	4.20	10.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_68	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	35.01000	7.250	6.20	10.30		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_69	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	31.51000	7.900	7.10	11.30		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_70	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	40.11000	9.750	4.50	11.80		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_71	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	21.65000	8.500	2.20	6.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_72	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	23.55000	8.400	3.80	9.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_73	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	31.51000	7.850	4.70	9.10		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
FUNDSE_74	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	25.15000	8.550	2.70	8.20		2	Intermediate trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.111	250.10	1.73	0.09	465.85	5.59	Franco Arenoso
PARQKB_1	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	73.21000	23.850	2.30	12.70		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	8	8	8	4				5		5		1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_2	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	12.86000	5.600	1.20	8.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	1	Presence of bifurcation below breast height (DBH)												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_3	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	28.90000	9.250	5.60	10.80		2	Intermediate trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	1	Trees with bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_4	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	46.79000	15.700	4.20	12.30		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation											Loranthaceae	1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_5	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	60.77000	13.200	3.20	9.70		2	Intermediate trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_6	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	54.27000	13.750	4.80	12.30		2	Intermediate trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation											Loranthaceae	1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_7	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	16.17000	7.650	4.00	6.90		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_8	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	19.32000	5.630	3.90	7.80		2	Intermediate trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_9	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	28.87000	11.400	4.20	10.10		2	Intermediate trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_10	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	35.27000	12.800	2.56	10.80		2	Intermediate trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_11	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	35.20000	10.800	3.48	10.80		2	Intermediate trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_12	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	25.56000	11.100	4.80	9.60		2	Intermediate trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_13	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	28.74000	10.000	2.60	10.10		2	Intermediate trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_14	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	41.06000	9.300	7.40	12.80		2	Intermediate trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_15	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	44.60000	14.550	3.60	11.30		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	9	9	9	4				3		3		1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_16	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	34.98000	10.100	4.20	10.30		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_17	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	17.19000	8.000	4.00	9.80		2	Intermediate trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_18	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	41.06000	9.100	2.80	11.00		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_19	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	33.74000	15.250	3.10	10.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_20	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	42.34000	11.700	5.20	11.00		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_21	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	73.21000	18.050	3.10	12.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_22	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	36.92000	6.500	2.60	8.90		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_23	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	36.29000	10.750	3.90	12.00		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_24	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	11.46000	5.350	2.30	9.00		1	Multi-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_25	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	61.43000	17.550	3.40	12.70		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_26	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	50.93000	14.050	2.80	11.90		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_27	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	17.51000	9.800	1.40	6.80		1	Multi-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_28	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	34.38000	10.550	1.68	9.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_29	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	29.92000	11.950	1.90	8.90		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_30	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	42.02000	10.750	4.20	7.60		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_31	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	12.10000	4.950	0.80	4.20		1	Multi-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	1	Presence of bifurcation below breast height (DBH)												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_32	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	24.19000	8.850	3.60	9.40		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_33	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	26.74000	7.600	3.60	9.00		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_34	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	10.98000	2.450	4.90	8.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_35	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	22.60000	11.050	2.40	11.50		1	Multi-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_36	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	21.01000	8.750	2.50	11.80		1	Multi-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_37	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	48.06000	11.050	5.20	12.16		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_38	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	34.38000	7.900	5.20	8.90		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_39	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	17.51000	7.600	1.75	7.20		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_40	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	28.81000	11.150	1.41	9.60		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_41	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	36.92000	11.100	1.38	9.20		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	2	Forked at breast height (DBH)												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_42	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	16.55000	3.750	1.68	7.80		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_43	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	34.54000	10.750	1.80	9.20		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_44	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	11.62000	4.400	1.70	6.60		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_45	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	18.46000	7.800	1.65	9.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_46	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	29.92000	9.150	1.80	8.80		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_47	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	42.34000	13.400	1.90	10.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_48	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	31.04000	12.200	2.10	10.40		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_49	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	25.46000	7.700	1.64	9.20		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation											Loranthaceae	1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_50	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	69.55000	17.850	2.30	10.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	8	8	8	4				5		5		1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_51	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	14.32000	4.850	2.60	7.10		1	Multi-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_52	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	24.99000	10.450	1.70	8.20		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_53	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	38.99000	12.700	1.50	8.60		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation											Loranthaceae	1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_54	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	41.06000	12.900	2.10	10.90		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
PARQKB_55	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	52.84000	13.550	3.40	11.40		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	8	8	8	4				5		4		1.01	0.269	8.43	0.97	0.09	226.20	7.51	Arenoso
FUNDVA_1	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	52.04000	15.000	1.70	13.80		1	Multi-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_2	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	28.49000	8.450	7.90	13.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_3	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	35.49000	13.800	5.90	13.90		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_4	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	54.75000	17.900	4.20	15.90		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_5	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	34.06000	11.150	7.70	13.20		1	Multi-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_6	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	29.92000	7.200	1.71	12.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_7	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	45.04000	16.000	1.68	14.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_8	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	21.96000	8.750	6.00	13.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_9	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	48.10000	14.200	2.20	13.80		1	Multi-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_10	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	26.42000	12.900	2.20	6.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_11	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	63.18000	12.900	1.80	12.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_12	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	57.93000	12.000	5.40	12.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_13	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	20.05000	8.450	1.70	7.90		1	Multi-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_14	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	36.92000	12.250	5.40	13.10		1	Multi-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_15	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	23.24000	9.300	1.75	10.60		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	1	Trees with bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_16	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	15.92000	7.800	1.60	10.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	1	Trees with bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_17	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	16.55000	7.650	1.57	10.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	1	Trees with bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_18	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	28.33000	11.050	4.20	10.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	1	Trees with bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_19	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	19.10000	7.000	5.80	10.00		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	1	Trees with bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_20	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	22.92000	10.100	6.40	12.10		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	1	Trees with bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_21	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	37.40000	13.300	5.40	11.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	1	Trees with bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_22	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	31.29000	8.350	4.80	10.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	1	Trees with bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_23	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	46.47000	15.300	3.90	12.10		1	Multi-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation	8	8	8	4				4		5		1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_24	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	79.90000	11.850	2.50	13.10		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_25	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	95.49000	15.450	3.60	14.00		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_26	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	90.08000	10.450	6.80	13.80		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_27	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	34.70000	4.550	11.10	15.10		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_28	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	105.52000	18.950	2.80	13.90		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	8	8	8	4				5		5		1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_29	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	95.02000	11.750	1.90	12.80		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_30	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	46.47000	7.950	2.40	11.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_31	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	101.70000	15.250	1.70	13.80		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_32	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	77.99000	17.500	2.10	13.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_33	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	89.13000	20.950	2.90	12.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_34	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	85.94000	15.800	6.50	12.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_35	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	68.12000	10.550	7.80	12.20		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_36	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	46.15000	13.300	7.80	13.20		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_37	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	50.61000	15.500	2.20	10.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
FUNDVA_38	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	40.43000	7.250	2.10	10.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.40	0.322	26.18	4.10	0.09	321.48	7.30	Franco Arenoso
CHAN_1	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	19.74000	8.650	3.20	7.40		1	Multi-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_2	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	46.15000	13.500	4.80	16.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	8	8	8	4				5		5		0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_3	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	27.69000	9.150	5.60	12.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_4	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	50.93000	14.600	2.20	14.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_5	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	50.93000	15.500	2.80	14.00		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_6	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	16.55000	7.000	0.40	5.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_7	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	19.10000	7.500	0.40	4.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_8	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	11.14000	8.000	0.15	4.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_9	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	23.24000	10.500	0.60	5.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_10	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	26.42000	9.000	0.50	5.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_11	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	15.92000	9.500	0.50	5.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_12	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	19.10000	8.500	0.60	6.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_13	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	11.14000	9.500	0.40	6.00		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_14	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	13.69000	10.500	0.40	5.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_15	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	18.46000	10.500	0.50	6.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_16	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	13.37000	13.000	0.40	5.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_17	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	22.28000	8.500	0.40	5.00		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_18	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	23.24000	7.500	0.40	5.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_19	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	11.46000	11.000	0.30	5.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_20	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	24.51000	9.500	0.60	7.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_21	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	65.89000	18.650	1.70	14.00		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_22	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	63.03000	15.650	7.30	13.00		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_23	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	54.11000	16.700	4.20	15.70		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	8	8	8	4				4		5		0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_24	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	53.48000	16.850	2.78	15.50		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_25	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	10.98000	16.800	0.40	6.00		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_26	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	21.01000	14.950	0.40	6.00		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_27	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	58.57000	19.350	1.70	16.00		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_28	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	40.11000	17.850	1.78	15.50		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_29	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	43.29000	14.350	1.70	12.40		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_30	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	54.43000	19.150	1.80	12.80		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_31	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	60.00000	18.600	1.90	13.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_32	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	56.98000	20.900	1.95	17.10		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_33	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	24.03000	9.850	2.40	7.90		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_34	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	32.79000	10.500	2.20	7.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_35	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	96.13000	22.550	1.30	15.20		1	Multi-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	2	Forked at breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_36	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	68.12000	19.150	1.54	14.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_37	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	58.57000	16.250	1.75	13.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_38	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	24.51000	14.500	6.00	9.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_39	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	40.90000	14.400	1.90	13.80		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_40	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	41.38000	6.250	2.10	13.80		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_41	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	18.46000	3.950	0.60	7.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_42	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	23.24000	6.700	0.80	6.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_43	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	14.96000	3.500	1.70	7.00		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
CHAN_44	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	14.96000	6.800	0.60	6.00		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	1	Presence of bifurcation below breast height (DBH)												0.09	0.329	230.90	6.00	0.12	1199.13	6.58	Franco Arenoso
KM190_1	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	49.97000	16.300	4.80	12.10		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_2	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	30.88000	13.100	4.20	6.90		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_3	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	39.79000	9.350	1.70	8.90		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_4	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	61.12000	14.850	2.10	12.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_5	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	26.10000	11.400	1.90	8.40		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_6	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	60.48000	13.300	2.10	12.20		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_7	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	49.97000	15.500	4.20	10.00		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_8	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	39.79000	11.050	3.80	7.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_9	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	31.19000	12.450	2.60	7.50		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	8	8	8	4				5		5		0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_10	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	21.33000	8.450	1.70	7.00		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_11	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	67.16000	19.200	1.50	11.50		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_12	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	47.75000	14.150	4.80	8.50		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_13	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	68.12000	17.750	3.10	15.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_14	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	25.78000	7.650	2.10	8.50		1	Multi-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_15	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	31.99000	7.850	6.50	10.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	1	Trees with bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_16	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	41.06000	13.100	1.80	13.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	1	Trees with bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_17	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	41.06000	9.400	3.80	13.20		1	Multi-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	1	Trees with bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_18	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	51.57000	13.550	4.00	13.00		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	1	Trees with bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_19	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	52.52000	15.200	2.00	12.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_20	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	56.98000	18.700	3.40	13.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_21	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	52.52000	9.800	6.50	12.30		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_22	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	47.43000	11.150	1.90	12.10		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_23	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	51.25000	15.300	1.70	13.60		3	Single-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_24	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	52.20000	12.750	1.60	13.60		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_25	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	53.16000	11.600	2.10	12.10		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_26	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	39.47000	15.250	2.20	10.70		1	Multi-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_27	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	42.02000	12.750	3.20	10.90		1	Multi-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_28	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	45.84000	18.400	2.40	10.10		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_29	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	22.60000	8.000	2.60	10.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_30	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	58.57000	17.450	1.45	11.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_31	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	48.70000	14.950	2.10	12.10		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_32	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	58.25000	20.450	4.20	12.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_33	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	35.17000	16.050	1.85	12.00		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_34	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	39.47000	12.450	1.80	11.00		1	Multi-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_35	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	49.97000	10.800	1.60	11.00		1	Multi-stemmed trees	2	Moderate-quality tree with defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
KM190_36	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	56.50000	15.750	1.70	12.00		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.078	184.10	1.97	0.09	372.70	6.09	Franco Arenoso
NACHT_1	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	41.06000	14.950	2.10	10.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.02	0.031	8.89	1.07	0.09	173.10	7.11	Arenoso
NACHT_2	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	37.24000	13.250	3.20	9.10		1	Multi-stemmed trees	2	Moderate-quality tree with defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.02	0.031	8.89	1.07	0.09	173.10	7.11	Arenoso
NACHT_3	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	25.31000	7.100	1.80	6.30		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.02	0.031	8.89	1.07	0.09	173.10	7.11	Arenoso
NACHT_4	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	22.12000	7.450	3.40	6.30		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.02	0.031	8.89	1.07	0.09	173.10	7.11	Arenoso
NACHT_5	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	43.61000	14.450	1.90	8.30		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												1.02	0.031	8.89	1.07	0.09	173.10	7.11	Arenoso
NACHT_6	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	67.16000	18.650	1.60	12.90		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.02	0.031	8.89	1.07	0.09	173.10	7.11	Arenoso
NACHT_7	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	47.11000	14.650	2.30	12.30		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.02	0.031	8.89	1.07	0.09	173.10	7.11	Arenoso
NACHT_8	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	42.43000	13.700	1.90	12.30		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.02	0.031	8.89	1.07	0.09	173.10	7.11	Arenoso
NACHT_9	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	43.45000	14.650	1.70	10.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.02	0.031	8.89	1.07	0.09	173.10	7.11	Arenoso
NACHT_10	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	56.34000	13.650	1.30	11.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	2	Forked at breast height (DBH)												1.02	0.031	8.89	1.07	0.09	173.10	7.11	Arenoso
NACHT_11	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	26.10000	12.050	2.30	8.10		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.02	0.031	8.89	1.07	0.09	173.10	7.11	Arenoso
NACHT_12	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	62.23000	19.350	1.80	12.10		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.02	0.031	8.89	1.07	0.09	173.10	7.11	Arenoso
NACHT_13	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	51.57000	18.400	1.90	12.00		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												1.02	0.031	8.89	1.07	0.09	173.10	7.11	Arenoso
MONT_1	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	58.89000	13.100	1.65	15.30		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_2	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	21.01000	7.300	5.80	6.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_3	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	82.44000	23.040	1.80	15.30		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	10	10	10	4				3		4		0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_4	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	82.44000	18.450	1.70	16.00		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_5	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	47.11000	11.900	4.20	14.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_6	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	56.02000	7.350	4.80	7.00		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_7	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	55.07000	19.000	2.20	16.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_8	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	67.48000	23.200	5.20	16.70		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_9	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	18.78000	6.450	1.78	10.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_10	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	20.69000	8.200	2.30	10.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_11	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	12.10000	4.250	1.65	10.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_12	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	78.94000	15.500	6.20	16.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_13	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	113.64000	18.450	4.80	16.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	9	9	9	4				5		3		0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_14	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	95.17000	20.250	3.20	15.10		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	10	10	10	4				5		3		0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_15	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	24.51000	8.700	4.80	12.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_16	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	17.19000	4.800	5.20	12.00		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_17	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	37.88000	20.100	2.80	16.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_18	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	40.43000	16.400	2.50	16.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_19	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	48.38000	17.200	2.80	16.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_20	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	46.95000	17.100	5.80	16.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_21	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	52.20000	17.800	1.90	16.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_22	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	35.97000	12.650	2.68	16.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_23	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	31.26000	14.850	7.30	15.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_24	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	39.31000	15.150	5.30	15.30		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_25	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	42.97000	12.950	2.40	12.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_26	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	47.75000	15.500	4.80	11.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_27	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	22.92000	8.950	2.10	8.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_28	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	66.53000	19.950	2.40	15.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	9	9	9	4				3		3		0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_29	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	28.97000	10.200	2.20	15.40		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_30	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	38.04000	22.000	2.40	15.40		1	Multi-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_31	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	37.56000	14.700	4.20	15.40		1	Multi-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_32	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	32.31000	11.500	4.60	15.40		1	Multi-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_33	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	31.83000	13.500	1.85	16.00		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_34	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	30.56000	11.850	2.20	12.50		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_35	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	51.25000	18.700	2.10	15.30		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_36	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	42.18000	14.750	1.70	15.70		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_37	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	21.65000	8.600	2.40	12.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_38	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	15.92000	5.950	6.00	15.30		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_39	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	26.10000	9.400	5.10	15.30		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_40	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	11.14000	6.800	2.10	8.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	0	Trees without fruit	0	Trees with very bitter fruit	1	Trees with foliage on up to one-third of branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_41	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	20.85000	7.500	1.90	15.30		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_42	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	43.29000	14.100	2.10	15.30		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_43	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	32.15000	12.700	5.80	14.30		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_44	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	37.88000	12.950	1.90	14.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_45	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	39.79000	15.350	1.90	14.30		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_46	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	30.40000	13.900	4.20	12.00		1	Multi-stemmed trees	2	Moderate-quality tree with defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_47	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	46.15000	18.050	3.50	14.60		1	Multi-stemmed trees	2	Moderate-quality tree with defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_48	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	54.43000	13.200	2.50	14.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_49	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	45.20000	10.650	5.20	16.40		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_50	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	61.12000	19.700	1.40	18.00		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_51	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	38.52000	9.000	1.90	12.40		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_52	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	47.75000	16.450	1.70	15.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_53	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	70.98000	21.900	1.70	15.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	10	10	10	4				5		3		0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_54	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	88.17000	24.900	1.90	16.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_55	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	98.36000	25.450	2.40	18.30		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
MONT_56	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	124.14000	25.700	2.60	17.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												0.09	0.273	211.00	6.70	0.20	1321.13	6.39	Franco Arenoso
SAMAN_1	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	18.78000	6.650	3.50	8.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_2	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	23.55000	11.400	2.40	8.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_3	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	43.29000	14.200	1.90	7.90		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	10	10	10	4				5		5		2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_4	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	47.11000	15.550	1.55	9.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_5	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	40.11000	14.100	1.50	9.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_6	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	32.47000	13.700	1.55	10.00		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_7	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	47.11000	15.800	1.40	10.00		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_8	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	47.11000	15.400	1.30	8.70		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	2	Forked at breast height (DBH)												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_9	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	47.11000	14.650	1.90	11.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_10	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	28.97000	12.400	1.60	11.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_11	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	37.08000	13.800	1.80	7.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_12	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	35.65000	12.950	1.70	9.70		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_13	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	45.84000	15.550	1.70	9.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_14	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	20.69000	10.100	1.75	6.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_15	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	13.05000	6.900	1.80	6.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_16	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	40.43000	11.850	1.50	10.80		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_17	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	40.43000	12.350	1.70	12.30		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_18	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	29.28000	9.500	1.68	12.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	9	9	9	4				3		3		2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_19	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	26.10000	8.900	2.10	10.10		1	Multi-stemmed trees	2	Moderate-quality tree with defects	2	Trees bearing fruit on up to 50% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_20	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	19.74000	5.150	2.50	8.13		1	Multi-stemmed trees	2	Moderate-quality tree with defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_21	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	22.60000	9.350	2.20	9.50		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_22	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	23.24000	10.600	1.90	8.90		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_23	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	14.96000	7.750	2.80	6.30		1	Multi-stemmed trees	2	Moderate-quality tree with defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_24	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	49.66000	21.800	1.70	15.10		1	Multi-stemmed trees	2	Moderate-quality tree with defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_25	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	150.24000	48.800	2.20	28.00		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_26	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	63.34000	36.250	2.20	25.00		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	4	Trees bearing fruit on 100% of branches	3	Trees with very sweet fruit	2	Trees with foliage on up to two-thirds of branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_27	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	21.80000	10.700	1.75	9.90		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_28	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	25.46000	9.500	1.82	10.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_29	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	38.52000	17.850	1.72	10.20		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_30	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	27.06000	11.500	1.78	10.50		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_31	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	23.87000	9.750	2.00	12.20		1	Multi-stemmed trees	1	Poor-quality tree with significant defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_32	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	31.19000	12.600	1.70	12.90		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_33	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	41.38000	15.000	1.50	13.00		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation	9	9	9	4				3		5		2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_34	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	39.79000	17.250	2.20	12.90		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_35	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	45.84000	15.400	1.50	12.90		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_36	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	43.89000	17.400	1.50	13.90		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_37	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	43.32000	15.900	3.80	14.80		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_38	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	12.41000	5.400	3.20	8.40		3	Single-stemmed trees	3	High-quality tree, free of defects or with minimal defects	1	Trees bearing fruit on up to 25% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_39	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	39.47000	14.750	1.55	15.00		1	Multi-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_40	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	41.70000	14.300	3.20	12.80		1	Multi-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso
SAMAN_41	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	47.11000	21.650	2.80	15.60		1	Multi-stemmed trees	3	High-quality tree, free of defects or with minimal defects	3	Trees bearing fruit on up to 75% of branches	2	Trees with sweet fruit	3	Trees with foliage on all branches	3	No evidence of bifurcation												2.10	7.690	8.42	4.87	0.09	399.48	7.11	Franco Arenoso

data_coordenadas %>% kable(caption = "Location of mesquite trees", align = "c")

Location of mesquite trees

Individuo	Departamento	Provincia	Distrito	Localidad	Estación	Cuenca	UTM_X	UTM_Y	UTM_E_suelo	UTM_N_suelo
INIA_1	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552255	9600622	552188	9600766
INIA_2	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552250	9600629	552188	9600766
INIA_3	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552258	9600636	552188	9600766
INIA_4	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552245	9600644	552188	9600766
INIA_5	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552245	9600644	552188	9600766
INIA_6	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552243	9600653	552188	9600766
INIA_7	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552245	9600670	552188	9600766
INIA_8	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552245	9600670	552188	9600766
INIA_9	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552245	9600670	552188	9600766
INIA_10	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552245	9600670	552188	9600766
INIA_11	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552242	9600663	552188	9600766
INIA_12	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552242	9600663	552188	9600766
INIA_13	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552253	9600662	552188	9600766
INIA_14	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552250	9600654	552188	9600766
INIA_15	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552250	9600654	552188	9600766
INIA_16	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552255	9600654	552188	9600766
INIA_17	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552250	9600648	552188	9600766
INIA_18	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552257	9600646	552188	9600766
INIA_19	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552257	9600646	552188	9600766
INIA_20	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552256	9600640	552188	9600766
INIA_21	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552231	9600669	552188	9600766
INIA_22	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552231	9600669	552188	9600766
INIA_23	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552225	9600663	552188	9600766
INIA_24	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552224	9600680	552188	9600766
INIA_25	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552213	9600691	552188	9600766
INIA_26	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552213	9600691	552188	9600766
INIA_27	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552218	9600706	552188	9600766
INIA_28	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552218	9600706	552188	9600766
INIA_29	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552218	9600707	552188	9600766
INIA_30	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552229	9600693	552188	9600766
INIA_31	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552231	9600685	552188	9600766
INIA_32	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552238	9600679	552188	9600766
INIA_33	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552247	9600689	552188	9600766
INIA_34	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552247	9600686	552188	9600766
INIA_35	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552242	9600687	552188	9600766
INIA_36	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552235	9600693	552188	9600766
INIA_37	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552235	9600701	552188	9600766
INIA_38	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552235	9600701	552188	9600766
INIA_39	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552235	9600701	552188	9600766
INIA_40	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552232	9600696	552188	9600766
INIA_41	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552232	9600696	552188	9600766
INIA_42	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552224	9600706	552188	9600766
INIA_43	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552224	9600706	552188	9600766
INIA_44	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552225	9600714	552188	9600766
INIA_45	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552225	9600714	552188	9600766
INIA_46	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552270	9600677	552188	9600766
INIA_47	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552261	9600693	552188	9600766
INIA_48	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552251	9600693	552188	9600766
INIA_49	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552251	9600693	552188	9600766
INIA_50	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552245	9600698	552188	9600766
INIA_51	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552245	9600698	552188	9600766
INIA_52	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552234	9600715	552188	9600766
INIA_53	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552234	9600715	552188	9600766
INIA_54	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552234	9600715	552188	9600766
INIA_55	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552202	9600718	552188	9600766
INIA_56	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552202	9600718	552188	9600766
INIA_57	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552191	9600724	552188	9600766
INIA_58	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552184	9600751	552188	9600766
INIA_59	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552194	9600736	552188	9600766
INIA_60	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552196	9600733	552188	9600766
INIA_61	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552198	9600732	552188	9600766
INIA_62	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552202	9600732	552188	9600766
INIA_63	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552202	9600716	552188	9600766
INIA_64	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552220	9600720	552188	9600766
INIA_65	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552220	9600720	552188	9600766
INIA_66	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552219	9600722	552188	9600766
INIA_67	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552219	9600725	552188	9600766
INIA_68	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552213	9600727	552188	9600766
INIA_69	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552213	9600727	552188	9600766
INIA_70	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552213	9600727	552188	9600766
INIA_71	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552213	9600727	552188	9600766
INIA_72	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552213	9600727	552188	9600766
INIA_73	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552197	9600773	552188	9600766
INIA_74	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552195	9600750	552188	9600766
INIA_75	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552195	9600750	552188	9600766
INIA_76	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552231	9600729	552188	9600766
INIA_77	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552231	9600729	552188	9600766
INIA_78	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552226	9600726	552188	9600766
INIA_79	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552222	9600731	552188	9600766
INIA_80	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552222	9600731	552188	9600766
INIA_81	Tumbes	Tumbes	Corrales	INIA	EM 01	Intercuenca 13939	552216	9600730	552188	9600766
RICA_1	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554766	9579540	554761	9579513
RICA_2	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554766	9579540	554761	9579513
RICA_3	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554783	9579535	554761	9579513
RICA_4	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554779	9579530	554761	9579513
RICA_5	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554780	9579538	554761	9579513
RICA_6	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554771	9579526	554761	9579513
RICA_7	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554793	9579522	554761	9579513
RICA_8	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554793	9579522	554761	9579513
RICA_9	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554797	9579512	554761	9579513
RICA_10	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554802	9579509	554761	9579513
RICA_11	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554810	9579507	554761	9579513
RICA_12	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554812	9579508	554761	9579513
RICA_13	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554826	9579502	554761	9579513
RICA_14	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554846	9579498	554761	9579513
RICA_15	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554847	9579494	554761	9579513
RICA_16	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554843	9579491	554761	9579513
RICA_17	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554847	9579493	554761	9579513
RICA_18	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554849	9579504	554761	9579513
RICA_19	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554836	9579506	554761	9579513
RICA_20	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554835	9579508	554761	9579513
RICA_21	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554835	9579508	554761	9579513
RICA_22	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554841	9579511	554761	9579513
RICA_23	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554832	9579513	554761	9579513
RICA_24	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554872	9579495	554761	9579513
RICA_25	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554859	9579485	554761	9579513
RICA_26	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554862	9579478	554761	9579513
RICA_27	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554861	9579473	554761	9579513
RICA_28	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554863	9579477	554761	9579513
RICA_29	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554880	9579473	554761	9579513
RICA_30	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554880	9579473	554761	9579513
RICA_31	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554883	9579473	554761	9579513
RICA_32	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554885	9579475	554761	9579513
RICA_33	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554849	9579468	554761	9579513
RICA_34	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554866	9579464	554761	9579513
RICA_35	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554891	9579470	554761	9579513
RICA_36	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554892	9579466	554761	9579513
RICA_37	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554891	9579461	554761	9579513
RICA_38	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554894	9579455	554761	9579513
RICA_39	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554897	9579461	554761	9579513
RICA_40	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554898	9579454	554761	9579513
RICA_41	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554803	9579450	554761	9579513
RICA_42	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554809	9579450	554761	9579513
RICA_43	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554804	9579448	554761	9579513
RICA_44	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554806	9579445	554761	9579513
RICA_45	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554809	9579442	554761	9579513
RICA_46	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554915	9579439	554761	9579513
RICA_47	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554916	9579437	554761	9579513
RICA_48	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554923	9579436	554761	9579513
RICA_49	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554924	9579435	554761	9579513
RICA_50	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554927	9579432	554761	9579513
RICA_51	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554937	9579433	554761	9579513
RICA_52	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554930	9579432	554761	9579513
RICA_53	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554931	9579430	554761	9579513
RICA_54	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554936	9579427	554761	9579513
RICA_55	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554936	9579427	554761	9579513
RICA_56	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554936	9579427	554761	9579513
RICA_57	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554936	9579427	554761	9579513
RICA_58	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554931	9579430	554761	9579513
RICA_59	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554936	9579427	554761	9579513
RICA_60	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554944	9579423	554761	9579513
RICA_61	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554941	9579420	554761	9579513
RICA_62	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554941	9579420	554761	9579513
RICA_63	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554949	9579421	554761	9579513
RICA_64	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554951	9579413	554761	9579513
RICA_65	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554914	9579414	554761	9579513
RICA_66	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554960	9579412	554761	9579513
RICA_67	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554961	9579411	554761	9579513
RICA_68	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554884	9579451	554761	9579513
RICA_69	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554887	9579448	554761	9579513
RICA_70	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554909	9579436	554761	9579513
RICA_71	Tumbes	Tumbes	San Jacinto	Rica playa	EM 02	Cuenca Tumbes	554913	9579435	554761	9579513
PLANDIR_1	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	543995	9597080	544052	9597040
PLANDIR_2	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	543995	9597085	544052	9597040
PLANDIR_3	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	543995	9597085	544052	9597040
PLANDIR_4	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	543992	9597093	544052	9597040
PLANDIR_5	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	543987	9597097	544052	9597040
PLANDIR_6	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	543987	9597108	544052	9597040
PLANDIR_7	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	543981	9597116	544052	9597040
PLANDIR_8	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	543993	9597105	544052	9597040
PLANDIR_9	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	543993	9597105	544052	9597040
PLANDIR_10	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	544000	9597102	544052	9597040
PLANDIR_11	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	544002	9597097	544052	9597040
PLANDIR_12	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	543998	9597074	544052	9597040
PLANDIR_13	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	544035	9597123	544052	9597040
PLANDIR_14	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	544037	9597125	544052	9597040
PLANDIR_15	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	544043	9597051	544052	9597040
PLANDIR_16	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	544043	9597051	544052	9597040
PLANDIR_17	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	544043	9597051	544052	9597040
PLANDIR_18	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	544051	9597033	544052	9597040
PLANDIR_19	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	544062	9597037	544052	9597040
PLANDIR_20	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	544057	9597020	544052	9597040
PLANDIR_21	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	544041	9597006	544052	9597040
PLANDIR_22	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	544045	9596988	544052	9597040
PLANDIR_23	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	544131	9596936	544052	9597040
PLANDIR_24	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	544131	9596936	544052	9597040
PLANDIR_25	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	544003	9596938	544052	9597040
PLANDIR_26	Tumbes	Contralmirante Villar	Zorritos	ISA REP	EM 03	Intercuenca 13939	543995	9596940	544052	9597040
PEDRE_1	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533283	9581203	533516	9580966
PEDRE_2	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533283	9581203	533516	9580966
PEDRE_3	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533283	9581203	533516	9580966
PEDRE_4	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533236	9581201	533516	9580966
PEDRE_5	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533290	9581194	533516	9580966
PEDRE_6	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533290	9581194	533516	9580966
PEDRE_7	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533294	9581188	533516	9580966
PEDRE_8	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533314	9581173	533516	9580966
PEDRE_9	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533113	9581173	533516	9580966
PEDRE_10	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533216	9581170	533516	9580966
PEDRE_11	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533290	9581202	533516	9580966
PEDRE_12	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533299	9581195	533516	9580966
PEDRE_13	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533306	9581198	533516	9580966
PEDRE_14	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533303	9581190	533516	9580966
PEDRE_15	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533303	9581192	533516	9580966
PEDRE_16	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533308	9581182	533516	9580966
PEDRE_17	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533314	9581183	533516	9580966
PEDRE_18	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533324	9581179	533516	9580966
PEDRE_19	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533314	9581156	533516	9580966
PEDRE_20	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533311	9581159	533516	9580966
PEDRE_21	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533326	9581150	533516	9580966
PEDRE_22	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533321	9581145	533516	9580966
PEDRE_23	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533331	9581132	533516	9580966
PEDRE_24	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533323	9581170	533516	9580966
PEDRE_25	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533333	9581163	533516	9580966
PEDRE_26	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533332	9581163	533516	9580966
PEDRE_27	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533332	9581161	533516	9580966
PEDRE_28	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533332	9581161	533516	9580966
PEDRE_29	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533232	9581161	533516	9580966
PEDRE_30	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533339	9581144	533516	9580966
PEDRE_31	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533368	9581104	533516	9580966
PEDRE_32	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533364	9581103	533516	9580966
PEDRE_33	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533389	9581050	533516	9580966
PEDRE_34	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533382	9581086	533516	9580966
PEDRE_35	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533392	9581086	533516	9580966
PEDRE_36	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533399	9581049	533516	9580966
PEDRE_37	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533237	9581196	533516	9580966
PEDRE_38	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533243	9581196	533516	9580966
PEDRE_39	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533245	9581206	533516	9580966
PEDRE_40	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533260	9581206	533516	9580966
PEDRE_41	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533270	9581202	533516	9580966
PEDRE_42	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533270	9581202	533516	9580966
PEDRE_43	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533272	9581210	533516	9580966
PEDRE_44	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533272	9581210	533516	9580966
PEDRE_45	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533229	9581215	533516	9580966
PEDRE_46	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533229	9581215	533516	9580966
PEDRE_47	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533229	9581215	533516	9580966
PEDRE_48	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533240	9581212	533516	9580966
PEDRE_49	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533250	9581211	533516	9580966
PEDRE_50	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533255	9581212	533516	9580966
PEDRE_51	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533277	9581211	533516	9580966
PEDRE_52	Tumbes	Contralmirante Villar	Zorritos	Pedregal	EM 04	Cuenca Bocapán	533280	9581210	533516	9580966
BOSQ_1	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533395	9577834	533395	9577834
BOSQ_2	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533395	9577834	533395	9577834
BOSQ_3	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533395	9577835	533395	9577834
BOSQ_4	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533395	9577835	533395	9577834
BOSQ_5	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533395	9577839	533395	9577834
BOSQ_6	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533395	9577839	533395	9577834
BOSQ_7	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533395	9577839	533395	9577834
BOSQ_8	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533395	9577844	533395	9577834
BOSQ_9	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533395	9577841	533395	9577834
BOSQ_10	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	534067	9577854	533395	9577834
BOSQ_11	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	534044	9577851	533395	9577834
BOSQ_12	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	534034	9577848	533395	9577834
BOSQ_13	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	534024	9577852	533395	9577834
BOSQ_14	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	534084	9577843	533395	9577834
BOSQ_15	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	534084	9577832	533395	9577834
BOSQ_16	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	534078	9577842	533395	9577834
BOSQ_17	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	534068	9577864	533395	9577834
BOSQ_18	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533974	9577819	533395	9577834
BOSQ_19	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533971	9577821	533395	9577834
BOSQ_20	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533999	9577830	533395	9577834
BOSQ_21	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	534016	9577831	533395	9577834
BOSQ_22	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533963	9577838	533395	9577834
BOSQ_23	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533946	9577830	533395	9577834
BOSQ_24	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533920	9577830	533395	9577834
BOSQ_25	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533920	9577830	533395	9577834
BOSQ_26	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533926	9577822	533395	9577834
BOSQ_27	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533921	9577820	533395	9577834
BOSQ_28	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533927	9577807	533395	9577834
BOSQ_29	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533925	9577801	533395	9577834
BOSQ_30	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533944	9577820	533395	9577834
BOSQ_31	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533952	9577821	533395	9577834
BOSQ_32	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533965	9577821	533395	9577834
BOSQ_33	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533965	9577821	533395	9577834
BOSQ_34	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	533995	9577856	533395	9577834
BOSQ_35	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	534013	9577860	533395	9577834
BOSQ_36	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	534024	9577880	533395	9577834
BOSQ_37	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	534031	9577890	533395	9577834
BOSQ_38	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	534044	9577892	533395	9577834
BOSQ_39	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	534057	9577898	533395	9577834
BOSQ_40	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	534057	9577898	533395	9577834
BOSQ_41	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	534063	9577898	533395	9577834
BOSQ_42	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	534068	9577890	533395	9577834
BOSQ_43	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	534038	9577877	533395	9577834
BOSQ_44	Tumbes	Contralmirante Villar	Zorritos	Marginal forest	EM 05	Cuenca Bocapán	534038	9577877	533395	9577834
FUNDSE_1	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591631	9432226	591596	9432184
FUNDSE_2	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591623	9432222	591596	9432184
FUNDSE_3	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591623	9432222	591596	9432184
FUNDSE_4	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591624	9432232	591596	9432184
FUNDSE_5	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591630	9432232	591596	9432184
FUNDSE_6	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591637	9432234	591596	9432184
FUNDSE_7	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591642	9432232	591596	9432184
FUNDSE_8	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591636	9432239	591596	9432184
FUNDSE_9	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591630	9432236	591596	9432184
FUNDSE_10	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591639	9432247	591596	9432184
FUNDSE_11	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591635	9432247	591596	9432184
FUNDSE_12	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591635	9432247	591596	9432184
FUNDSE_13	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591633	9432249	591596	9432184
FUNDSE_14	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591627	9432245	591596	9432184
FUNDSE_15	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591630	9432252	591596	9432184
FUNDSE_16	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591625	9432256	591596	9432184
FUNDSE_17	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591620	9432257	591596	9432184
FUNDSE_18	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591615	9432259	591596	9432184
FUNDSE_19	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591119	9432246	591596	9432184
FUNDSE_20	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591605	9432251	591596	9432184
FUNDSE_21	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591613	9432338	591596	9432184
FUNDSE_22	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591608	9432234	591596	9432184
FUNDSE_23	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591611	9432230	591596	9432184
FUNDSE_24	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591610	9432232	591596	9432184
FUNDSE_25	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591610	9432232	591596	9432184
FUNDSE_26	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591617	9432230	591596	9432184
FUNDSE_27	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591618	9432222	591596	9432184
FUNDSE_28	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591614	9432219	591596	9432184
FUNDSE_29	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591603	9432228	591596	9432184
FUNDSE_30	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591588	9432211	591596	9432184
FUNDSE_31	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591584	9432214	591596	9432184
FUNDSE_32	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591584	9432214	591596	9432184
FUNDSE_33	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591579	9432209	591596	9432184
FUNDSE_34	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591575	9432209	591596	9432184
FUNDSE_35	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591585	9432214	591596	9432184
FUNDSE_36	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591575	9432219	591596	9432184
FUNDSE_37	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591588	9432220	591596	9432184
FUNDSE_38	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591588	9432220	591596	9432184
FUNDSE_39	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591581	9432227	591596	9432184
FUNDSE_40	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591588	9432236	591596	9432184
FUNDSE_41	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591602	9432227	591596	9432184
FUNDSE_42	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591592	9432248	591596	9432184
FUNDSE_43	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591592	9432248	591596	9432184
FUNDSE_44	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591600	9432259	591596	9432184
FUNDSE_45	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591596	9432253	591596	9432184
FUNDSE_46	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591583	9432256	591596	9432184
FUNDSE_47	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591584	9432250	591596	9432184
FUNDSE_48	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591580	9432265	591596	9432184
FUNDSE_49	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591588	9432205	591596	9432184
FUNDSE_50	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591589	9432202	591596	9432184
FUNDSE_51	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591585	9432201	591596	9432184
FUNDSE_52	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591573	9432183	591596	9432184
FUNDSE_53	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591573	9432183	591596	9432184
FUNDSE_54	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591583	9432174	591596	9432184
FUNDSE_55	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591583	9432170	591596	9432184
FUNDSE_56	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591589	9432170	591596	9432184
FUNDSE_57	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591602	9432173	591596	9432184
FUNDSE_58	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591582	9432157	591596	9432184
FUNDSE_59	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591582	9432157	591596	9432184
FUNDSE_60	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591576	9432148	591596	9432184
FUNDSE_61	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591573	9432152	591596	9432184
FUNDSE_62	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591573	9432199	591596	9432184
FUNDSE_63	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591573	9432199	591596	9432184
FUNDSE_64	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591572	9432143	591596	9432184
FUNDSE_65	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591584	9432147	591596	9432184
FUNDSE_66	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591673	9432138	591596	9432184
FUNDSE_67	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591673	9432138	591596	9432184
FUNDSE_68	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591569	9432142	591596	9432184
FUNDSE_69	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591565	9432142	591596	9432184
FUNDSE_70	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591563	9432133	591596	9432184
FUNDSE_71	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591569	9432128	591596	9432184
FUNDSE_72	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591564	9432127	591596	9432184
FUNDSE_73	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591562	9432220	591596	9432184
FUNDSE_74	Piura	Morropón	Chulucanas	SENASA	EM 06	Cuenca Piura	591569	9432121	591596	9432184
PARQKB_1	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536692	9424425	536685	9424453
PARQKB_2	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536684	9424417	536685	9424453
PARQKB_3	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536679	9424424	536685	9424453
PARQKB_4	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536685	9424438	536685	9424453
PARQKB_5	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536674	9424442	536685	9424453
PARQKB_6	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536674	9424442	536685	9424453
PARQKB_7	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536660	9424444	536685	9424453
PARQKB_8	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536654	9424450	536685	9424453
PARQKB_9	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536651	9424460	536685	9424453
PARQKB_10	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536648	9424453	536685	9424453
PARQKB_11	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536648	9424453	536685	9424453
PARQKB_12	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536643	9424443	536685	9424453
PARQKB_13	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536639	9424448	536685	9424453
PARQKB_14	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536643	9424450	536685	9424453
PARQKB_15	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536634	9424457	536685	9424453
PARQKB_16	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536640	9424457	536685	9424453
PARQKB_17	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536642	9424460	536685	9424453
PARQKB_18	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536646	9424466	536685	9424453
PARQKB_19	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536646	9424469	536685	9424453
PARQKB_20	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536658	9424855	536685	9424453
PARQKB_21	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536644	9424485	536685	9424453
PARQKB_22	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536638	9424478	536685	9424453
PARQKB_23	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536609	9424144	536685	9424453
PARQKB_24	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536614	9424142	536685	9424453
PARQKB_25	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536614	9424130	536685	9424453
PARQKB_26	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536620	9424140	536685	9424453
PARQKB_27	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536623	9424140	536685	9424453
PARQKB_28	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536628	9424145	536685	9424453
PARQKB_29	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536639	9424143	536685	9424453
PARQKB_30	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536625	9424147	536685	9424453
PARQKB_31	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536617	9424441	536685	9424453
PARQKB_32	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536611	9424159	536685	9424453
PARQKB_33	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536611	9424159	536685	9424453
PARQKB_34	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536626	9424157	536685	9424453
PARQKB_35	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536628	9424158	536685	9424453
PARQKB_36	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536628	9424158	536685	9424453
PARQKB_37	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536634	9424165	536685	9424453
PARQKB_38	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536639	9424163	536685	9424453
PARQKB_39	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536653	9424156	536685	9424453
PARQKB_40	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536645	9424156	536685	9424453
PARQKB_41	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536647	9424170	536685	9424453
PARQKB_42	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536640	9424166	536685	9424453
PARQKB_43	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536653	9424168	536685	9424453
PARQKB_44	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536658	9424169	536685	9424453
PARQKB_45	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536661	9424177	536685	9424453
PARQKB_46	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536667	9424175	536685	9424453
PARQKB_47	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536671	9424181	536685	9424453
PARQKB_48	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536667	9424191	536685	9424453
PARQKB_49	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536676	9424196	536685	9424453
PARQKB_50	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536679	9424196	536685	9424453
PARQKB_51	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536687	9424178	536685	9424453
PARQKB_52	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536707	9424186	536685	9424453
PARQKB_53	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536706	9424182	536685	9424453
PARQKB_54	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536750	9424171	536685	9424453
PARQKB_55	Piura	Piura	Veintiséis de Octubre	Kurt Beer	EM 07	Cuenca Piura	536753	9424184	536685	9424453
FUNDVA_1	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560671	9477741	560700	9477726
FUNDVA_2	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560661	9477737	560700	9477726
FUNDVA_3	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560657	9477745	560700	9477726
FUNDVA_4	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560651	9477745	560700	9477726
FUNDVA_5	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560647	9477737	560700	9477726
FUNDVA_6	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560695	9477749	560700	9477726
FUNDVA_7	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560647	9477750	560700	9477726
FUNDVA_8	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560647	9477750	560700	9477726
FUNDVA_9	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560636	9477746	560700	9477726
FUNDVA_10	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560606	9477762	560700	9477726
FUNDVA_11	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560609	9477732	560700	9477726
FUNDVA_12	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560601	9477736	560700	9477726
FUNDVA_13	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560595	9477763	560700	9477726
FUNDVA_14	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560581	9477749	560700	9477726
FUNDVA_15	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560567	9477768	560700	9477726
FUNDVA_16	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560567	9477768	560700	9477726
FUNDVA_17	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560567	9477768	560700	9477726
FUNDVA_18	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560565	9477757	560700	9477726
FUNDVA_19	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560565	9477757	560700	9477726
FUNDVA_20	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560564	9477755	560700	9477726
FUNDVA_21	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560560	9477754	560700	9477726
FUNDVA_22	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560581	9477756	560700	9477726
FUNDVA_23	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560506	9477748	560700	9477726
FUNDVA_24	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560494	9477730	560700	9477726
FUNDVA_25	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560484	9477725	560700	9477726
FUNDVA_26	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560484	9477729	560700	9477726
FUNDVA_27	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560478	9477717	560700	9477726
FUNDVA_28	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560489	9477720	560700	9477726
FUNDVA_29	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560438	9477700	560700	9477726
FUNDVA_30	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560442	9477688	560700	9477726
FUNDVA_31	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560438	9477681	560700	9477726
FUNDVA_32	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560435	9477676	560700	9477726
FUNDVA_33	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560415	9477658	560700	9477726
FUNDVA_34	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560409	9477671	560700	9477726
FUNDVA_35	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560404	9477659	560700	9477726
FUNDVA_36	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560400	9477661	560700	9477726
FUNDVA_37	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560382	9477661	560700	9477726
FUNDVA_38	Piura	Sullana	Sullana	Fundo Valdez	EM 08	Cuenca Chira	560382	9477651	560700	9477726
CHAN_1	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603003	9418890	603030	9418972
CHAN_2	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602948	9418892	603030	9418972
CHAN_3	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602991	9418906	603030	9418972
CHAN_4	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602986	9418919	603030	9418972
CHAN_5	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602997	9418927	603030	9418972
CHAN_6	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602981	9418944	603030	9418972
CHAN_7	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602981	9418944	603030	9418972
CHAN_8	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602987	9418948	603030	9418972
CHAN_9	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602993	9418949	603030	9418972
CHAN_10	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603003	9418952	603030	9418972
CHAN_11	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602989	9418951	603030	9418972
CHAN_12	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602989	9418955	603030	9418972
CHAN_13	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602987	9418952	603030	9418972
CHAN_14	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602986	9418956	603030	9418972
CHAN_15	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602985	9418959	603030	9418972
CHAN_16	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602992	9418967	603030	9418972
CHAN_17	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602992	9418967	603030	9418972
CHAN_18	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602991	9418975	603030	9418972
CHAN_19	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602989	9418967	603030	9418972
CHAN_20	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602996	9418980	603030	9418972
CHAN_21	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602982	9418985	603030	9418972
CHAN_22	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	602980	9418983	603030	9418972
CHAN_23	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603025	9418978	603030	9418972
CHAN_24	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603031	9418980	603030	9418972
CHAN_25	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603032	9418968	603030	9418972
CHAN_26	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603042	9418971	603030	9418972
CHAN_27	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603068	9418985	603030	9418972
CHAN_28	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603068	9418985	603030	9418972
CHAN_29	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603129	9419020	603030	9418972
CHAN_30	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603134	9419023	603030	9418972
CHAN_31	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603159	9419043	603030	9418972
CHAN_32	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603170	9419048	603030	9418972
CHAN_33	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603170	9419031	603030	9418972
CHAN_34	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603180	9419036	603030	9418972
CHAN_35	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603212	9419050	603030	9418972
CHAN_36	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603216	9419079	603030	9418972
CHAN_37	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603206	9419102	603030	9418972
CHAN_38	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603229	9419076	603030	9418972
CHAN_39	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603229	9419076	603030	9418972
CHAN_40	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603229	9419076	603030	9418972
CHAN_41	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603197	9419099	603030	9418972
CHAN_42	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603198	9419093	603030	9418972
CHAN_43	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603202	9419085	603030	9418972
CHAN_44	Piura	Morropón	La Matanza	Chanchape	EM 09	Cuenca Piura	603206	9419079	603030	9418972
KM190_1	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598952	9418534	598925	9418632
KM190_2	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598744	9418554	598925	9418632
KM190_3	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598927	9418559	598925	9418632
KM190_4	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598924	9418564	598925	9418632
KM190_5	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598937	9418580	598925	9418632
KM190_6	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598925	9418557	598925	9418632
KM190_7	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598912	9418594	598925	9418632
KM190_8	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598934	9418599	598925	9418632
KM190_9	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598922	9418605	598925	9418632
KM190_10	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598941	9418589	598925	9418632
KM190_11	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598915	9418520	598925	9418632
KM190_12	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598902	9418636	598925	9418632
KM190_13	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598899	9418630	598925	9418632
KM190_14	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598890	9418659	598925	9418632
KM190_15	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598892	9418648	598925	9418632
KM190_16	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598891	9418646	598925	9418632
KM190_17	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598891	9418646	598925	9418632
KM190_18	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598870	9418640	598925	9418632
KM190_19	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598858	9418632	598925	9418632
KM190_20	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598851	9418625	598925	9418632
KM190_21	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	598851	9418625	598925	9418632
KM190_22	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	599045	9418739	598925	9418632
KM190_23	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	599048	9418745	598925	9418632
KM190_24	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	599046	9418750	598925	9418632
KM190_25	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	599074	9418761	598925	9418632
KM190_26	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	599077	9418775	598925	9418632
KM190_27	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	599071	9418787	598925	9418632
KM190_28	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	599083	9418778	598925	9418632
KM190_29	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	599084	9418782	598925	9418632
KM190_30	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	599087	9418795	598925	9418632
KM190_31	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	599091	9418794	598925	9418632
KM190_32	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	599090	9418800	598925	9418632
KM190_33	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	599115	9418812	598925	9418632
KM190_34	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	599105	9418811	598925	9418632
KM190_35	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	599097	9418817	598925	9418632
KM190_36	Piura	Morropón	La Matanza	KM 190	EM 10	Cuenca Piura	599097	9418817	598925	9418632
NACHT_1	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	578323	9429319	575852	9431548
NACHT_2	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	578310	9429371	575852	9431548
NACHT_3	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	578286	9429381	575852	9431548
NACHT_4	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	578286	9429381	575852	9431548
NACHT_5	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	578272	9429399	575852	9431548
NACHT_6	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	578248	9429420	575852	9431548
NACHT_7	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	578241	9429400	575852	9431548
NACHT_8	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	578241	9429590	575852	9431548
NACHT_9	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	578257	9429381	575852	9431548
NACHT_10	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	578269	9429365	575852	9431548
NACHT_11	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	578286	9429338	575852	9431548
NACHT_12	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	578235	9429335	575852	9431548
NACHT_13	Piura	Morropón	Chulucanas	CC Ignacio Tavara	EM 11	Cuenca Piura	578246	9429362	575852	9431548
MONT_1	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606360	9412586	606411	9412904
MONT_2	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606362	9412584	606411	9412904
MONT_3	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606365	9412580	606411	9412904
MONT_4	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606378	9412592	606411	9412904
MONT_5	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606401	9412607	606411	9412904
MONT_6	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606401	9412607	606411	9412904
MONT_7	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606392	9412618	606411	9412904
MONT_8	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606417	9412626	606411	9412904
MONT_9	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606442	9412620	606411	9412904
MONT_10	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606442	9412620	606411	9412904
MONT_11	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606442	9412620	606411	9412904
MONT_12	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606447	9412626	606411	9412904
MONT_13	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606453	9412629	606411	9412904
MONT_14	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606437	9412641	606411	9412904
MONT_15	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606429	9412637	606411	9412904
MONT_16	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606458	9412653	606411	9412904
MONT_17	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606458	9412653	606411	9412904
MONT_18	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606498	9412651	606411	9412904
MONT_19	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606493	9412641	606411	9412904
MONT_20	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606505	9412642	606411	9412904
MONT_21	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606505	9412640	606411	9412904
MONT_22	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606512	9412647	606411	9412904
MONT_23	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606507	9412659	606411	9412904
MONT_24	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606505	9412666	606411	9412904
MONT_25	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606508	9412665	606411	9412904
MONT_26	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606514	9412666	606411	9412904
MONT_27	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606529	9412667	606411	9412904
MONT_28	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606539	9412663	606411	9412904
MONT_29	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606522	9412645	606411	9412904
MONT_30	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606532	9412644	606411	9412904
MONT_31	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606532	9412645	606411	9412904
MONT_32	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606537	9412244	606411	9412904
MONT_33	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606547	9412646	606411	9412904
MONT_34	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606557	9412644	606411	9412904
MONT_35	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606557	9412651	606411	9412904
MONT_36	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606567	9412642	606411	9412904
MONT_37	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606559	9412657	606411	9412904
MONT_38	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606559	9412661	606411	9412904
MONT_39	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606561	9412657	606411	9412904
MONT_40	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606554	9412662	606411	9412904
MONT_41	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606561	9412662	606411	9412904
MONT_42	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606557	9412626	606411	9412904
MONT_43	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606559	9412626	606411	9412904
MONT_44	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606552	9412637	606411	9412904
MONT_45	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606546	9412631	606411	9412904
MONT_46	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606536	9412626	606411	9412904
MONT_47	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606538	9412627	606411	9412904
MONT_48	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606534	9412632	606411	9412904
MONT_49	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606527	9412635	606411	9412904
MONT_50	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606523	9412637	606411	9412904
MONT_51	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606521	9412632	606411	9412904
MONT_52	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606510	9412628	606411	9412904
MONT_53	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606526	9412619	606411	9412904
MONT_54	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606513	9412623	606411	9412904
MONT_55	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606371	9412651	606411	9412904
MONT_56	Piura	Morropón	La Matanza	Monte Azul	EM 12	Cuenca Piura	606383	9412675	606411	9412904
SAMAN_1	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527489	9467788	527549	9467787
SAMAN_2	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527489	9467788	527549	9467787
SAMAN_3	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527560	9467773	527549	9467787
SAMAN_4	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527530	9467763	527549	9467787
SAMAN_5	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527538	9467969	527549	9467787
SAMAN_6	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527559	9467762	527549	9467787
SAMAN_7	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527573	9467994	527549	9467787
SAMAN_8	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527548	9467739	527549	9467787
SAMAN_9	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527536	9467742	527549	9467787
SAMAN_10	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527528	9467716	527549	9467787
SAMAN_11	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527520	9467787	527549	9467787
SAMAN_12	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527524	9467797	527549	9467787
SAMAN_13	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527500	9467790	527549	9467787
SAMAN_14	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527551	9467803	527549	9467787
SAMAN_15	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527551	9467862	527549	9467787
SAMAN_16	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527534	9467818	527549	9467787
SAMAN_17	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527526	9467820	527549	9467787
SAMAN_18	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527563	9467821	527549	9467787
SAMAN_19	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527555	9467834	527549	9467787
SAMAN_20	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527536	9467832	527549	9467787
SAMAN_21	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527553	9467836	527549	9467787
SAMAN_22	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527555	9467840	527549	9467787
SAMAN_23	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527978	9467751	527549	9467787
SAMAN_24	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	528000	9467742	527549	9467787
SAMAN_25	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	528029	9467671	527549	9467787
SAMAN_26	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	528040	9467684	527549	9467787
SAMAN_27	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527561	9467838	527549	9467787
SAMAN_28	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527564	9467833	527549	9467787
SAMAN_29	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527576	9467831	527549	9467787
SAMAN_30	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527561	9467828	527549	9467787
SAMAN_31	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527561	9467828	527549	9467787
SAMAN_32	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527580	9467827	527549	9467787
SAMAN_33	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527568	9467816	527549	9467787
SAMAN_34	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527577	9467808	527549	9467787
SAMAN_35	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527565	9467808	527549	9467787
SAMAN_36	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527590	9467818	527549	9467787
SAMAN_37	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527592	9467810	527549	9467787
SAMAN_38	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527580	9467815	527549	9467787
SAMAN_39	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527575	9467778	527549	9467787
SAMAN_40	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527576	9467770	527549	9467787
SAMAN_41	Piura	Sullana	Marcavelica	Saman Chico	EM 13	Cuenca Chira	527571	9467768	527549	9467787

3 Edaphoclimatic analysis

3.1 Principal Component Analysis (PCA)

Principal Component Analysis (PCA). Results of the contributions and correlation of the variables in the Principal Component Analysis (PCA).

mv <- data_variables %>%
  group_by(Locality) %>%
  summarise(across(Carbonatos:pH, ~ mean(.x, na.rm = TRUE))) %>%
  rename(
    CaCO3 = Carbonatos,
    EC = CE,
    P = Fosforo,
    OM = Mat_Org,
    N = Nitrogeno,
    K = Potasio
  )

mv <- left_join(mv, data_clima, by = "Locality")

mv <- as.data.frame(mv)

## Estadisticas descriptivas

descriptivas <- mv %>%
  select(-Locality) %>%
  summarise(
    across(
      everything(),
      list(
        Minimun = ~ round(min(., na.rm = TRUE), 2),
        Maximun = ~ round(max(., na.rm = TRUE), 2),
        Mean = ~ round(mean(., na.rm = TRUE), 2),
        Deviation = ~ round(sd(., na.rm = TRUE), 2)
      ),
      .names = "{.col}_{.fn}"
    )
  ) %>%
  pivot_longer(
    cols = everything(),
    names_to = c("Variable", "Estadistico"),
    names_sep = "_",
    values_to = "Valor"
  ) %>%
  pivot_wider(names_from = Estadistico, values_from = Valor)

## PCA

rownames(mv) <- mv$Locality

head(mv)
##                            Locality CaCO3    EC      P   OM    N       K   pH
## CC Ignacio Tavara CC Ignacio Tavara  1.02 0.031   8.89 1.07 0.09  173.10 7.11
## Chanchape                 Chanchape  0.09 0.329 230.90 6.00 0.12 1199.13 6.58
## Fundo Valdez           Fundo Valdez  1.40 0.322  26.18 4.10 0.09  321.48 7.30
## INIA                           INIA  1.27 0.150  38.12 0.48 0.10  267.40 8.42
## ISA REP                     ISA REP  1.55 0.280  32.57 0.88 0.06  341.50 8.12
## KM 190                       KM 190  0.09 0.078 184.10 1.97 0.09  372.70 6.09
##                     CS    pp   RH Tmean  WS Tmax Tmin SLI Slope      DW
## CC Ignacio Tavara 11.4 190.8 62.0  25.7 4.0 38.2 16.3 180  3.95  226.41
## Chanchape         11.4 226.8 61.5  24.6 2.6 38.6 15.6  99  3.24 2092.89
## Fundo Valdez      11.3 236.8 64.3  24.6 3.4 38.5 15.6  92  1.77  110.30
## INIA              11.2 495.6 73.1  25.3 3.4 31.4 20.4   5  1.86  983.87
## ISA REP           11.4 190.8 62.0  25.7 4.0 38.2 16.3  26  5.13  347.85
## KM 190            11.4 226.8 61.5  24.6 2.6 38.6 15.6 118  3.75  115.20

pca <- mv %>%
  PCA(scale.unit = T, quali.sup = 1, graph = F)

rownames(pca$ind$coord)
##  [1] "CC Ignacio Tavara" "Chanchape"         "Fundo Valdez"     
##  [4] "INIA"              "ISA REP"           "KM 190"           
##  [7] "Kurt Beer"         "Marginal forest"   "Monte Azul"       
## [10] "Pedregal"          "Rica playa"        "Saman Chico"      
## [13] "SENASA"

# summary

summary(pca, nbelements = Inf, nb.dec = 2)
## 
## Call:
## PCA(X = ., scale.unit = T, quali.sup = 1, graph = F) 
## 
## 
## Eigenvalues
##                       Dim.1  Dim.2  Dim.3  Dim.4  Dim.5  Dim.6  Dim.7  Dim.8
## Variance               6.79   3.32   2.07   1.39   1.11   0.93   0.71   0.28
## % of var.             39.95  19.54  12.20   8.19   6.53   5.50   4.17   1.64
## Cumulative % of var.  39.95  59.49  71.69  79.88  86.41  91.90  96.07  97.71
##                       Dim.9 Dim.10 Dim.11 Dim.12
## Variance               0.17   0.15   0.05   0.02
## % of var.              1.02   0.87   0.31   0.09
## Cumulative % of var.  98.73  99.60  99.91 100.00
## 
## Individuals
##                      Dist   Dim.1   ctr  cos2   Dim.2   ctr  cos2   Dim.3   ctr
## CC Ignacio Tavara |  3.38 | -0.01  0.00  0.00 | -1.76  7.13  0.27 | -0.61  1.36
## Chanchape         |  4.32 |  3.85 16.78  0.79 |  0.36  0.31  0.01 |  0.17  0.10
## Fundo Valdez      |  2.03 |  0.05  0.00  0.00 | -0.43  0.43  0.04 |  0.62  1.41
## INIA              |  6.53 | -3.45 13.50  0.28 |  5.36 66.40  0.67 |  0.91  3.07
## ISA REP           |  3.20 | -1.38  2.14  0.18 | -1.52  5.37  0.23 | -0.42  0.67
## KM 190            |  3.17 |  2.31  6.05  0.53 | -0.40  0.36  0.02 | -1.59  9.41
## Kurt Beer         |  3.57 | -0.47  0.25  0.02 | -0.44  0.45  0.02 |  1.00  3.71
## Marginal forest   |  3.20 | -2.29  5.92  0.51 | -0.67  1.05  0.04 | -1.25  5.79
## Monte Azul        |  5.20 |  4.39 21.84  0.71 |  0.46  0.48  0.01 |  1.41  7.33
## Pedregal          |  3.61 | -2.71  8.32  0.56 | -0.69  1.11  0.04 | -1.52  8.60
## Rica playa        |  3.87 | -2.82  9.04  0.53 | -0.42  0.42  0.01 | -0.79  2.30
## Saman Chico       |  4.59 | -1.09  1.34  0.06 | -1.81  7.56  0.16 |  3.59 47.83
## SENASA            |  4.98 |  3.62 14.82  0.53 |  1.96  8.93  0.16 | -1.51  8.43
##                    cos2  
## CC Ignacio Tavara  0.03 |
## Chanchape          0.00 |
## Fundo Valdez       0.09 |
## INIA               0.02 |
## ISA REP            0.02 |
## KM 190             0.25 |
## Kurt Beer          0.08 |
## Marginal forest    0.15 |
## Monte Azul         0.07 |
## Pedregal           0.18 |
## Rica playa         0.04 |
## Saman Chico        0.61 |
## SENASA             0.09 |
## 
## Variables
##                     Dim.1   ctr  cos2   Dim.2   ctr  cos2   Dim.3   ctr  cos2  
## CaCO3             | -0.87 11.22  0.76 | -0.30  2.65  0.09 |  0.29  3.95  0.08 |
## EC                | -0.12  0.20  0.01 | -0.29  2.56  0.09 |  0.73 25.95  0.54 |
## P                 |  0.87 11.12  0.75 |  0.30  2.67  0.09 | -0.23  2.60  0.05 |
## OM                |  0.70  7.18  0.49 | -0.08  0.21  0.01 |  0.58 15.99  0.33 |
## N                 |  0.69  6.91  0.47 |  0.24  1.70  0.06 |  0.42  8.64  0.18 |
## K                 |  0.79  9.27  0.63 |  0.14  0.58  0.02 |  0.30  4.48  0.09 |
## pH                | -0.92 12.40  0.84 | -0.02  0.01  0.00 | -0.04  0.10  0.00 |
## CS                |  0.78  9.00  0.61 | -0.23  1.62  0.05 |  0.07  0.21  0.00 |
## pp                | -0.40  2.38  0.16 |  0.85 21.54  0.72 | -0.21  2.12  0.04 |
## RH                | -0.27  1.04  0.07 |  0.82 20.37  0.68 |  0.27  3.59  0.07 |
## Tmean             | -0.79  9.27  0.63 | -0.39  4.67  0.16 |  0.06  0.18  0.00 |
## WS                | -0.51  3.88  0.26 | -0.35  3.78  0.13 |  0.50 11.95  0.25 |
## Tmax              |  0.14  0.28  0.02 | -0.89 23.67  0.79 | -0.16  1.16  0.02 |
## Tmin              | -0.78  8.87  0.60 |  0.46  6.38  0.21 |  0.12  0.69  0.01 |
## SLI               |  0.60  5.35  0.36 | -0.28  2.42  0.08 | -0.23  2.49  0.05 |
## Slope             | -0.03  0.01  0.00 | -0.26  2.00  0.07 | -0.56 15.23  0.32 |
## DW                |  0.33  1.62  0.11 |  0.32  3.18  0.11 |  0.12  0.67  0.01 |
## 
## Supplementary categories
##                      Dist   Dim.1  cos2 v.test   Dim.2  cos2 v.test   Dim.3
## CC Ignacio Tavara |  3.38 | -0.01  0.00  -0.01 | -1.76  0.27  -0.96 | -0.61
## Chanchape         |  4.32 |  3.85  0.79   1.48 |  0.36  0.01   0.20 |  0.17
## Fundo Valdez      |  2.03 |  0.05  0.00   0.02 | -0.43  0.04  -0.24 |  0.62
## INIA              |  6.53 | -3.45  0.28  -1.32 |  5.36  0.67   2.94 |  0.91
## ISA REP           |  3.20 | -1.38  0.18  -0.53 | -1.52  0.23  -0.84 | -0.42
## KM 190            |  3.17 |  2.31  0.53   0.89 | -0.40  0.02  -0.22 | -1.59
## Kurt Beer         |  3.57 | -0.47  0.02  -0.18 | -0.44  0.02  -0.24 |  1.00
## Marginal forest   |  3.20 | -2.29  0.51  -0.88 | -0.67  0.04  -0.37 | -1.25
## Monte Azul        |  5.20 |  4.39  0.71   1.68 |  0.46  0.01   0.25 |  1.41
## Pedregal          |  3.61 | -2.71  0.56  -1.04 | -0.69  0.04  -0.38 | -1.52
## Rica playa        |  3.87 | -2.82  0.53  -1.08 | -0.42  0.01  -0.23 | -0.79
## Saman Chico       |  4.59 | -1.09  0.06  -0.42 | -1.81  0.16  -0.99 |  3.59
## SENASA            |  4.98 |  3.62  0.53   1.39 |  1.96  0.16   1.08 | -1.51
##                    cos2 v.test  
## CC Ignacio Tavara  0.03  -0.42 |
## Chanchape          0.00   0.12 |
## Fundo Valdez       0.09   0.43 |
## INIA               0.02   0.63 |
## ISA REP            0.02  -0.29 |
## KM 190             0.25  -1.11 |
## Kurt Beer          0.08   0.69 |
## Marginal forest    0.15  -0.87 |
## Monte Azul         0.07   0.98 |
## Pedregal           0.18  -1.06 |
## Rica playa         0.04  -0.55 |
## Saman Chico        0.61   2.49 |
## SENASA             0.09  -1.05 |

grupos_var <- c(
  rep("Edaphics", 7),
  rep("Climatics", 7),
  rep("Physiographics", 3)
)

pt <- fviz_pca_biplot(pca,
  label = c("ind", "var"),
  labelsize = 3,
  col.var = grupos_var,
  col.ind = "black",
  palette = c(
    "Edaphics" = "#C69C6D",
    "Climatics" = "steelblue",
    "Physiographics" = "forestgreen"
  ),
  legend.title = "Variables type",
  geom.var = c("arrow", "text"),
  repel = TRUE,
  addEllipses = FALSE
) +
  theme_minimal(base_size = 11) +
  theme(
    legend.position = "bottom",
    panel.border = element_rect(color = "gray80", fill = NA, size = 0.7),
    panel.grid = element_line(color = "gray90")
  )

pt

3.2 Figure 2

Principal Component Analysis (PCA). Results of the contributions and correlation of the variables in the Principal Component Analysis (PCA).

pt %>%
  ggsave2(plot = ., "submission/Figure_2.jpg", height = 8, width = 10, units = "in", dpi = 300)

pt %>%
  ggsave2(plot = ., "submission/Figure_2.eps", height = 8, width = 10, units = "in", dpi = 600)

knitr::include_graphics("submission/Figure_2.jpg")

4 Shannon–Weaver diversity index (H′)

h <- datos %>%
  select(
    "Tree form description", "Trunk quality description",
    "Fruit production description",
    "Fruit quality description",
    "Foliage quality description",
    "Forking description"
  )

variables <- c(
  "Tree form description", "Trunk quality description",
  "Fruit production description",
  "Fruit quality description",
  "Foliage quality description",
  "Forking description"
)

# Crear lista vacía para guardar resultados
resultados <- list()

for (var in variables) {
  # Tabla de frecuencia
  freq_table <- as.data.frame(table(datos[[var]]))
  colnames(freq_table) <- c("State", "Frequency")

  # Calcular proporción
  freq_table$Proportion <- round((freq_table$Frequency / sum(freq_table$Frequency)) * 100, 2)

  # Índice de Shannon
  H <- diversity(freq_table$Frequency, index = "shannon")

  # Añadir variable y valor del índice a la tabla
  freq_table <- freq_table %>%
    mutate(
      Qualitative_trait = var,
      Shannon_Weaver_index = round(H, 2)
    ) %>%
    select(Qualitative_trait, Shannon_Weaver_index, everything())

  # Guardar
  resultados[[var]] <- freq_table
}

# Unir todo en una sola tabla
tabla_shannon <- bind_rows(resultados)

tabla_shannon %>% kable(align = "c")

Qualitative_trait	Shannon_Weaver_index	State	Frequency	Proportion
Tree form description	1.09	Intermediate trees	239	37.88
Tree form description	1.09	Multi-stemmed trees	195	30.90
Tree form description	1.09	Single-stemmed trees	197	31.22
Trunk quality description	1.09	High-quality tree, free of defects or with minimal defects	195	30.90
Trunk quality description	1.09	Moderate-quality tree with defects	248	39.30
Trunk quality description	1.09	Poor-quality tree with significant defects	188	29.79
Fruit production description	1.30	Trees bearing fruit on 100% of branches	37	5.86
Fruit production description	1.30	Trees bearing fruit on up to 25% of branches	93	14.74
Fruit production description	1.30	Trees bearing fruit on up to 50% of branches	117	18.54
Fruit production description	1.30	Trees bearing fruit on up to 75% of branches	52	8.24
Fruit production description	1.30	Trees without fruit	332	52.61
Fruit quality description	1.00	Trees with bitter fruit	14	2.22
Fruit quality description	1.00	Trees with sweet fruit	223	35.34
Fruit quality description	1.00	Trees with very bitter fruit	337	53.41
Fruit quality description	1.00	Trees with very sweet fruit	57	9.03
Foliage quality description	1.07	Trees with foliage on all branches	227	35.97
Foliage quality description	1.07	Trees with foliage on up to one-third of branches	139	22.03
Foliage quality description	1.07	Trees with foliage on up to two-thirds of branches	265	42.00
Forking description	0.55	Forked at breast height (DBH)	82	13.00
Forking description	0.55	No evidence of bifurcation	524	83.04
Forking description	0.55	Presence of bifurcation below breast height (DBH)	25	3.96

5 Traits distribution by population

data_dist <- data_variables %>%
  select(-Individual:-District, -Station:-Basin, -`fito_IIhEd _k`:-Parasitos_XX, -Carbonatos:-pH)

# Pivotear datos

data_long <- data_dist %>%
  pivot_longer(
    cols = c(DBH, "Crown diameter", "Branch height", "Total height"),
    names_to = "Variable",
    values_to = "Valor"
  )

5.1 “DBH”

trait <- "DBH"

lmm <- paste({{ trait }}, "~ Locality") %>% as.formula()

plot_diagnostic(data_dist, formula = lmm) %>%
  plot_grid(plotlist = ., ncol = 2)

model <- data_dist %>%
  lm(formula = lmm, .)

anova(model)
## Analysis of Variance Table
## 
## Response: DBH
##            Df Sum Sq Mean Sq F value                Pr(>F)    
## Locality   12  78826  6568.9  25.741 < 0.00000000000000022 ***
## Residuals 618 157711   255.2                                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc <- emmeans(model, ~Locality) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig = ".group")

mc %>% kable()

	Locality	emmean	SE	df	lower.CL	upper.CL	sig
5	Fundo Valdez	50.07421	2.591460	618	44.985075	55.16335	a
11	Monte Azul	46.62000	2.134727	618	42.427802	50.81220	ab
4	KM 190	45.77028	2.662472	618	40.541688	50.99887	abc
13	CC Ignacio Tavara	43.51769	4.430621	618	34.816794	52.21859	abcd
10	Saman Chico	37.33537	2.494850	618	32.435955	42.23478	bcd
8	Chanchape	34.20432	2.408297	618	29.474881	38.93376	cd
7	Kurt Beer	33.63545	2.154046	618	29.405317	37.86559	d
2	Marginal forest	32.40459	2.408297	618	27.675157	37.13403	de
12	Pedregal	30.81477	2.215311	618	26.464324	35.16522	de
1	SENASA	23.59649	1.857037	618	19.949620	27.24335	ef
6	INIA	18.40298	1.774981	618	14.917258	21.88871	f
9	Rica playa	16.06789	1.895864	618	12.344770	19.79100	f
3	ISA REP	15.59715	3.132922	618	9.444684	21.74961	f

# Calcular el valor máximo (upper whisker) por grupo

positions <- data_dist %>%
  group_by(Locality) %>%
  summarise(y_pos = max(DBH, na.rm = TRUE) + 5, .groups = "drop")

# Combinar con las letras del objeto mc

mc_pos <- left_join(mc, positions, by = "Locality")

p1 <- data_long %>%
  filter(Variable == "DBH") %>%
  ggplot(aes(x = Locality, y = Valor, fill = Locality)) +
  stat_boxplot(geom = "errorbar", width = 0.5, position = position_dodge(0.8)) +
  geom_boxplot(width = 0.5, position = position_dodge(0.8)) +
  geom_jitter(
    position = position_jitterdodge(jitter.width = 0.2, dodge.width = 0.8),
    shape = 21, size = 1.8, alpha = 0.6, color = "black"
  ) +
  geom_text(
    data = mc_pos,
    aes(x = factor(Locality), y = y_pos, label = sig),
    position = position_dodge(width = 0.8),
    size = 4,
    inherit.aes = FALSE
  ) +
  theme_minimal() +
  theme(
    panel.border = element_rect(colour = "black", fill = NA, linewidth = 0.5),
    panel.background = element_blank()
  ) +
  theme(
    axis.text.x = element_text(angle = 45, hjust = 1),
    legend.position = "none"
  ) +
  labs(x = "", y = "DBH (cm)") +
  scale_y_continuous(limits = c(0, 160))

p1

5.2 Crown diameter

trait <- "`Crown diameter`"

lmm <- paste({{ trait }}, "~ Locality") %>% as.formula()

plot_diagnostic(data_dist, formula = lmm) %>%
  plot_grid(plotlist = ., ncol = 2)

model <- data_dist %>%
  lm(formula = lmm, .)

anova(model)
## Analysis of Variance Table
## 
## Response: Crown diameter
##            Df  Sum Sq Mean Sq F value                Pr(>F)    
## Locality   12  5135.5  427.95  26.255 < 0.00000000000000022 ***
## Residuals 618 10073.4   16.30                                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc <- emmeans(model, ~Locality) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig = ".group")

mc %>% kable()

	Locality	emmean	SE	df	lower.CL	upper.CL	sig
5	Monte Azul	14.428393	0.5395100	618	13.368898	15.487888	a
13	Saman Chico	14.253659	0.6305239	618	13.015429	15.491888	a
4	CC Ignacio Tavara	14.023077	1.1197520	618	11.824097	16.222057	ab
11	KM 190	13.477778	0.6728872	618	12.156355	14.799200	a
10	Chanchape	12.400000	0.6086494	618	11.204728	13.595272	ab
8	Fundo Valdez	12.048684	0.6549403	618	10.762506	13.334862	ab
7	Kurt Beer	10.507818	0.5443925	618	9.438735	11.576902	bc
3	Marginal forest	9.865114	0.6086494	618	8.669842	11.060385	bcd
2	Pedregal	8.309615	0.5598760	618	7.210125	9.409106	cde
6	Rica playa	7.667606	0.4791421	618	6.726662	8.608550	de
1	INIA	7.591420	0.4485915	618	6.710471	8.472368	de
12	SENASA	6.689459	0.4693293	618	5.767786	7.611133	e
9	ISA REP	6.048077	0.7917842	618	4.493163	7.602991	e

# Calcular el valor máximo (upper whisker) por grupo

positions <- data_dist %>%
  group_by(Locality) %>%
  summarise(y_pos = max(`Crown diameter`, na.rm = TRUE) + 2, .groups = "drop")

# Combinar con las letras del objeto mc

mc_pos <- left_join(mc, positions, by = "Locality")

p2 <- data_long %>%
  filter(Variable == "Crown diameter") %>%
  ggplot(aes(x = Locality, y = Valor, fill = Locality)) +
  stat_boxplot(geom = "errorbar", width = 0.5, position = position_dodge(0.8)) +
  geom_boxplot(width = 0.5, position = position_dodge(0.8)) +
  geom_jitter(
    position = position_jitterdodge(jitter.width = 0.2, dodge.width = 0.8),
    shape = 21, size = 1.8, alpha = 0.6, color = "black"
  ) +
  geom_text(
    data = mc_pos,
    aes(x = factor(Locality), y = y_pos, label = sig),
    position = position_dodge(width = 0.8),
    size = 4,
    inherit.aes = FALSE
  ) +
  theme_minimal() +
  theme(
    panel.border = element_rect(colour = "black", fill = NA, linewidth = 0.5),
    panel.background = element_blank()
  ) +
  theme(
    axis.text.x = element_text(angle = 45, hjust = 1),
    legend.position = "none"
  ) +
  labs(x = "", y = "Crown diameter (m)")

p2

5.3 Branch height

trait <- "`Branch height`"

lmm <- paste({{ trait }}, "~ Locality") %>% as.formula()

plot_diagnostic(data_dist, formula = lmm) %>%
  plot_grid(plotlist = ., ncol = 2)

model <- data_dist %>%
  lm(formula = lmm, .)

anova(model)
## Analysis of Variance Table
## 
## Response: Branch height
##            Df  Sum Sq Mean Sq F value                Pr(>F)    
## Locality   12  272.74 22.7283  12.681 < 0.00000000000000022 ***
## Residuals 618 1107.65  1.7923                                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc <- emmeans(model, ~Locality) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig = ".group")

mc %>% kable()

	Locality	emmean	SE	df	lower.CL	upper.CL	sig
5	Fundo Valdez	4.081842	0.2171779	618	3.655346	4.508338	a
2	SENASA	3.210405	0.1556294	618	2.904779	3.516032	ab
11	Monte Azul	3.205536	0.1789013	618	2.854208	3.556864	ab
12	Kurt Beer	3.000545	0.1805203	618	2.646038	3.355053	b
1	KM 190	2.805556	0.2231291	618	2.367372	3.243739	bcd
10	INIA	2.739753	0.1487527	618	2.447631	3.031875	bc
8	Marginal forest	2.518636	0.2018279	618	2.122285	2.914988	bcde
4	Pedregal	2.482115	0.1856546	618	2.117525	2.846706	bcde
6	CC Ignacio Tavara	2.092308	0.3713093	618	1.363127	2.821489	bcdef
7	Saman Chico	1.996341	0.2090815	618	1.585745	2.406938	cdef
9	Rica playa	1.910986	0.1588833	618	1.598969	2.223003	def
13	Chanchape	1.719318	0.2018279	618	1.322967	2.115670	ef
3	ISA REP	1.322308	0.2625553	618	0.806699	1.837916	f

# Calcular el valor máximo (upper whisker) por grupo

positions <- data_dist %>%
  group_by(Locality) %>%
  summarise(y_pos = max(`Branch height`, na.rm = TRUE) + 0.5, .groups = "drop")

# Combinar con las letras del objeto mc

mc_pos <- left_join(mc, positions, by = "Locality")

p3 <- data_long %>%
  filter(Variable == "Branch height") %>%
  ggplot(aes(x = Locality, y = Valor, fill = Locality)) +
  stat_boxplot(geom = "errorbar", width = 0.5, position = position_dodge(0.8)) +
  geom_boxplot(width = 0.5, position = position_dodge(0.8)) +
  geom_jitter(
    position = position_jitterdodge(jitter.width = 0.2, dodge.width = 0.8),
    shape = 21, size = 1.8, alpha = 0.6, color = "black"
  ) +
  geom_text(
    data = mc_pos,
    aes(x = factor(Locality), y = y_pos, label = sig),
    position = position_dodge(width = 0.8),
    size = 4,
    inherit.aes = FALSE
  ) +
  theme_minimal() +
  theme(
    panel.border = element_rect(colour = "black", fill = NA, linewidth = 0.5),
    panel.background = element_blank()
  ) +
  theme(
    axis.text.x = element_text(angle = 45, hjust = 1),
    legend.position = "none"
  ) +
  labs(x = "", y = "Branch height (m)")

p3

5.4 Total height

trait <- "`Total height`"

lmm <- paste({{ trait }}, "~ Locality") %>% as.formula()

plot_diagnostic(data_dist, formula = lmm) %>%
  plot_grid(plotlist = ., ncol = 2)

model <- data_dist %>%
  lm(formula = lmm, .)

anova(model)
## Analysis of Variance Table
## 
## Response: Total height
##            Df Sum Sq Mean Sq F value                Pr(>F)    
## Locality   12 2930.6 244.213  39.432 < 0.00000000000000022 ***
## Residuals 618 3827.5   6.193                                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc <- emmeans(model, ~Locality) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig = ".group")

mc %>% kable()

	Locality	emmean	SE	df	lower.CL	upper.CL	sig
5	Monte Azul	14.442857	0.3325577	618	13.789777	15.095937	a
11	Fundo Valdez	12.339474	0.4037098	618	11.546664	13.132283	b
4	Saman Chico	11.400732	0.3886593	618	10.637479	12.163985	bc
10	KM 190	11.136111	0.4147723	618	10.321577	11.950645	bc
8	CC Ignacio Tavara	10.146154	0.6902229	618	8.790687	11.501620	bcde
2	SENASA	9.835135	0.2892978	618	9.267009	10.403261	cd
7	Kurt Beer	9.784727	0.3355673	618	9.125737	10.443718	cd
13	Chanchape	9.770454	0.3751757	618	9.033681	10.507228	cd
1	Marginal forest	8.786364	0.3751757	618	8.049590	9.523137	de
6	Pedregal	8.490385	0.3451114	618	7.812651	9.168118	de
12	INIA	8.035803	0.2765149	618	7.492780	8.578825	e
3	Rica playa	7.953380	0.2953465	618	7.373376	8.533385	e
9	ISA REP	4.678846	0.4880613	618	3.720387	5.637306	f

# Calcular el valor máximo (upper whisker) por grupo

positions <- data_dist %>%
  group_by(Locality) %>%
  summarise(y_pos = max(`Total height`, na.rm = TRUE) + 1, .groups = "drop")

# Combinar con las letras del objeto mc

mc_pos <- left_join(mc, positions, by = "Locality")

p4 <- data_long %>%
  filter(Variable == "Total height") %>%
  ggplot(aes(x = Locality, y = Valor, fill = Locality)) +
  stat_boxplot(geom = "errorbar", width = 0.5, position = position_dodge(0.8)) +
  geom_boxplot(width = 0.5, position = position_dodge(0.8)) +
  geom_jitter(
    position = position_jitterdodge(jitter.width = 0.2, dodge.width = 0.8),
    shape = 21, size = 1.8, alpha = 0.6, color = "black"
  ) +
  geom_text(
    data = mc_pos,
    aes(x = factor(Locality), y = y_pos, label = sig),
    position = position_dodge(width = 0.8),
    size = 4,
    inherit.aes = FALSE
  ) +
  theme_minimal() +
  theme(
    panel.border = element_rect(colour = "black", fill = NA, linewidth = 0.5),
    panel.background = element_blank()
  ) +
  theme(
    axis.text.x = element_text(angle = 45, hjust = 1),
    legend.position = "none"
  ) +
  labs(x = "", y = "Total height (m)") +
  scale_y_continuous(limits = c(0, 30))

p4

5.5 Figure 3

fig <- list(
  p1 + labs(x = NULL) + theme(
    legend.position = "none",
    axis.title.x = element_blank(),
    axis.text.x = element_blank(),
    axis.ticks.x = element_blank()
  ),
  p4 + labs(x = NULL) + theme(
    legend.position = "none",
    axis.title.x = element_blank(),
    axis.text.x = element_blank(),
    axis.ticks.x = element_blank()
  ),
  p2 + theme(legend.position = "none"),
  p3 + theme(legend.position = "none")
) %>%
  plot_grid(
    plotlist = ., ncol = 2,
    labels = "auto",
    align = "v", rel_heights = c(1, 1.1)
  )

fig %>%
  ggsave2(
    plot = ., "submission/Figure_3.jpg", units = "cm",
    width = 30, height = 26
  )

fig %>%
  ggsave2(
    plot = ., "submission/Figure_3.eps", units = "cm",
    width = 30, height = 26
  )

knitr::include_graphics("submission/Figure_3.jpg")

6 Cluster Analysis

mv <- data_variables %>%
  mutate(across(`Tree form`:Parasitos_XX, as.numeric)) %>%
  group_by(Locality) %>%
  select(
    -`fito_IIhEd _k`:-Parasitos_XX,
    -`Branch height`, -Forking, -Basin, -Station,
    -Individual:-Locality,
    -Carbonatos:-pH
  ) %>%
  summarise(across(where(is.numeric), mean, na.rm = TRUE))

str(data_variables)
## tibble [631 × 35] (S3: tbl_df/tbl/data.frame)
##  $ Individual       : Factor w/ 631 levels "BOSQ_1","BOSQ_10",..: 201 212 223 234 245 256 267 278 281 202 ...
##  $ Departament      : Factor w/ 2 levels "Piura","Tumbes": 2 2 2 2 2 2 2 2 2 2 ...
##  $ Province         : Factor w/ 5 levels "Contralmirante Villar",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ District         : Factor w/ 8 levels "Chulucanas","Corrales",..: 2 2 2 2 2 2 2 2 2 2 ...
##  $ Locality         : Factor w/ 13 levels "CC Ignacio Tavara",..: 4 4 4 4 4 4 4 4 4 4 ...
##  $ Station          : Factor w/ 13 levels "EM 01","EM 02",..: 1 1 1 1 1 1 1 1 1 1 ...
##  $ Basin            : Factor w/ 5 levels "Cuenca Bocapán",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ DBH              : num [1:631] 21 19.7 20.7 21.6 18.1 ...
##  $ Crown diameter   : num [1:631] 5.1 6.85 6.3 6.6 6.5 6.6 4.2 5.25 4.35 7.85 ...
##  $ Branch height    : num [1:631] 3.5 3.7 1.8 1.8 3 2.1 4.5 3.8 1.9 2.59 ...
##  $ Total height     : num [1:631] 9.5 8.8 9 8.8 9 7.9 9.5 9 8.4 9.7 ...
##  $ Tree form        : Factor w/ 3 levels "1","2","3": 3 3 3 1 2 2 2 2 2 2 ...
##  $ Trunk quality    : Factor w/ 3 levels "1","2","3": 2 2 1 2 1 1 2 2 2 2 ...
##  $ Fruit production : Factor w/ 5 levels "0","1","2","3",..: 1 1 1 1 1 1 1 1 1 1 ...
##  $ Fruit quality    : Factor w/ 4 levels "0","1","2","3": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Foliage quality  : Factor w/ 3 levels "1","2","3": 1 2 2 1 1 1 2 2 2 2 ...
##  $ Forking          : Factor w/ 3 levels "1","2","3": 3 3 3 2 2 3 3 3 3 3 ...
##  $ fito_IIhEd _k    : Factor w/ 7 levels "4","5","6","7",..: NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_IIhHt_l     : Factor w/ 7 levels "4","5","6","7",..: NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IIhM_m      : Factor w/ 7 levels "4","5","6","7",..: NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IItM_n      : Factor w/ 2 levels "3","4": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IItcbB_o_XX : Factor w/ 2 levels "3","4": NA 1 NA NA NA NA NA NA NA NA ...
##  $ fito_IItssHC_p_XX: Factor w/ 3 levels "2","3","4": NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_IIrssHC_q_XX: Factor w/ 2 levels "3","4": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_PsCh_r      : Factor w/ 4 levels "2","3","4","5": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_PsAh_s_XX   : Factor w/ 5 levels "0","2","3","4",..: NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_PsLtr_t     : Factor w/ 3 levels "3","4","5": NA 1 NA NA NA NA NA NA NA NA ...
##  $ Parasitos_XX     : Factor w/ 1 level "Loranthaceae": NA NA NA NA NA NA NA NA NA NA ...
##  $ Carbonatos       : num [1:631] 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 ...
##  $ CE               : num [1:631] 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 ...
##  $ Fosforo          : num [1:631] 38.1 38.1 38.1 38.1 38.1 ...
##  $ Mat_Org          : num [1:631] 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 ...
##  $ Nitrogeno        : num [1:631] 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 ...
##  $ Potasio          : num [1:631] 267 267 267 267 267 ...
##  $ pH               : num [1:631] 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 ...

mv1 <- mv %>%
  textshape::column_to_rownames(., loc = 1)

mv1 <- as.matrix(mv1)

fviz_nbclust(mv1, pam, method = "silhouette")

pm <- pam(mv1, 4)

fig <- heatmaply(
  mv1,
  hclust_method = "median",
  scale = "column",
  k_row = 4, # número de clusters para filas (localidades)
  # k_col = 2,  # número de clusters para columnas (variables),
  colors = colorRampPalette(c("red", "yellow", "green"))(256),
  xlab = "Response variables",
  ylab = "Localities",
  grid_color = "#8C8C8C",
  grid_width = 0.00001,
  branches_lwd = 0.5,
  fontsize_row = 8,
  fontsize_col = 8,
  margins = c(60, 100),
  labRow = rownames(mv1),
  labCol = colnames(mv1),
  dendrogram = "row",
  key.title = "Color Key"
)

fig

6.1 Figure 4

# Guardar temporalmente el heatmap como HTML
saveWidget(fig, "heatmap_temp.html", selfcontained = TRUE)

# Exportar como imagen PNG (o PDF)
webshot("heatmap_temp.html", file = "submission/Figure_4.jpg", vwidth = 1000, vheight = 800)

7 Broad-sense heritability

data_variables %>% names()
##  [1] "Individual"        "Departament"       "Province"         
##  [4] "District"          "Locality"          "Station"          
##  [7] "Basin"             "DBH"               "Crown diameter"   
## [10] "Branch height"     "Total height"      "Tree form"        
## [13] "Trunk quality"     "Fruit production"  "Fruit quality"    
## [16] "Foliage quality"   "Forking"           "fito_IIhEd _k"    
## [19] "fito_IIhHt_l"      "fito_IIhM_m"       "fito_IItM_n"      
## [22] "fito_IItcbB_o_XX"  "fito_IItssHC_p_XX" "fito_IIrssHC_q_XX"
## [25] "fito_PsCh_r"       "fito_PsAh_s_XX"    "fito_PsLtr_t"     
## [28] "Parasitos_XX"      "Carbonatos"        "CE"               
## [31] "Fosforo"           "Mat_Org"           "Nitrogeno"        
## [34] "Potasio"           "pH"
data_variables %>% str()
## tibble [631 × 35] (S3: tbl_df/tbl/data.frame)
##  $ Individual       : Factor w/ 631 levels "BOSQ_1","BOSQ_10",..: 201 212 223 234 245 256 267 278 281 202 ...
##  $ Departament      : Factor w/ 2 levels "Piura","Tumbes": 2 2 2 2 2 2 2 2 2 2 ...
##  $ Province         : Factor w/ 5 levels "Contralmirante Villar",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ District         : Factor w/ 8 levels "Chulucanas","Corrales",..: 2 2 2 2 2 2 2 2 2 2 ...
##  $ Locality         : Factor w/ 13 levels "CC Ignacio Tavara",..: 4 4 4 4 4 4 4 4 4 4 ...
##  $ Station          : Factor w/ 13 levels "EM 01","EM 02",..: 1 1 1 1 1 1 1 1 1 1 ...
##  $ Basin            : Factor w/ 5 levels "Cuenca Bocapán",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ DBH              : num [1:631] 21 19.7 20.7 21.6 18.1 ...
##  $ Crown diameter   : num [1:631] 5.1 6.85 6.3 6.6 6.5 6.6 4.2 5.25 4.35 7.85 ...
##  $ Branch height    : num [1:631] 3.5 3.7 1.8 1.8 3 2.1 4.5 3.8 1.9 2.59 ...
##  $ Total height     : num [1:631] 9.5 8.8 9 8.8 9 7.9 9.5 9 8.4 9.7 ...
##  $ Tree form        : Factor w/ 3 levels "1","2","3": 3 3 3 1 2 2 2 2 2 2 ...
##  $ Trunk quality    : Factor w/ 3 levels "1","2","3": 2 2 1 2 1 1 2 2 2 2 ...
##  $ Fruit production : Factor w/ 5 levels "0","1","2","3",..: 1 1 1 1 1 1 1 1 1 1 ...
##  $ Fruit quality    : Factor w/ 4 levels "0","1","2","3": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Foliage quality  : Factor w/ 3 levels "1","2","3": 1 2 2 1 1 1 2 2 2 2 ...
##  $ Forking          : Factor w/ 3 levels "1","2","3": 3 3 3 2 2 3 3 3 3 3 ...
##  $ fito_IIhEd _k    : Factor w/ 7 levels "4","5","6","7",..: NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_IIhHt_l     : Factor w/ 7 levels "4","5","6","7",..: NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IIhM_m      : Factor w/ 7 levels "4","5","6","7",..: NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IItM_n      : Factor w/ 2 levels "3","4": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IItcbB_o_XX : Factor w/ 2 levels "3","4": NA 1 NA NA NA NA NA NA NA NA ...
##  $ fito_IItssHC_p_XX: Factor w/ 3 levels "2","3","4": NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_IIrssHC_q_XX: Factor w/ 2 levels "3","4": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_PsCh_r      : Factor w/ 4 levels "2","3","4","5": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_PsAh_s_XX   : Factor w/ 5 levels "0","2","3","4",..: NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_PsLtr_t     : Factor w/ 3 levels "3","4","5": NA 1 NA NA NA NA NA NA NA NA ...
##  $ Parasitos_XX     : Factor w/ 1 level "Loranthaceae": NA NA NA NA NA NA NA NA NA NA ...
##  $ Carbonatos       : num [1:631] 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 ...
##  $ CE               : num [1:631] 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 ...
##  $ Fosforo          : num [1:631] 38.1 38.1 38.1 38.1 38.1 ...
##  $ Mat_Org          : num [1:631] 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 ...
##  $ Nitrogeno        : num [1:631] 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 ...
##  $ Potasio          : num [1:631] 267 267 267 267 267 ...
##  $ pH               : num [1:631] 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 ...

h2d <- data_variables %>%
  dplyr::select(1:"Foliage quality") %>%
  mutate(across(1:Basin, ~ as.factor(.))) %>%
  mutate(across(DBH:length(.), ~ as.numeric(.))) %>%
  rename_with(~ tolower(.)) %>% # poner en minusculas
  rename_with(~ iconv(x = ., to = "ASCII//TRANSLIT")) %>% # quitar todos las letras extrañas
  rename(
    crown_diameter = `crown diameter`,
    branch_height = `branch height`,
    total_height = `total height`,
    tree_form = `tree form`,
    trunk_quality = `trunk quality`,
    fruit_production = `fruit production`,
    fruit_quality = `fruit quality`,
    foliage_quality = `foliage quality`,
  )

str(h2d)
## tibble [631 × 16] (S3: tbl_df/tbl/data.frame)
##  $ individual      : Factor w/ 631 levels "BOSQ_1","BOSQ_10",..: 201 212 223 234 245 256 267 278 281 202 ...
##  $ departament     : Factor w/ 2 levels "Piura","Tumbes": 2 2 2 2 2 2 2 2 2 2 ...
##  $ province        : Factor w/ 5 levels "Contralmirante Villar",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ district        : Factor w/ 8 levels "Chulucanas","Corrales",..: 2 2 2 2 2 2 2 2 2 2 ...
##  $ locality        : Factor w/ 13 levels "CC Ignacio Tavara",..: 4 4 4 4 4 4 4 4 4 4 ...
##  $ station         : Factor w/ 13 levels "EM 01","EM 02",..: 1 1 1 1 1 1 1 1 1 1 ...
##  $ basin           : Factor w/ 5 levels "Cuenca Bocapán",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ dbh             : num [1:631] 21 19.7 20.7 21.6 18.1 ...
##  $ crown_diameter  : num [1:631] 5.1 6.85 6.3 6.6 6.5 6.6 4.2 5.25 4.35 7.85 ...
##  $ branch_height   : num [1:631] 3.5 3.7 1.8 1.8 3 2.1 4.5 3.8 1.9 2.59 ...
##  $ total_height    : num [1:631] 9.5 8.8 9 8.8 9 7.9 9.5 9 8.4 9.7 ...
##  $ tree_form       : num [1:631] 3 3 3 1 2 2 2 2 2 2 ...
##  $ trunk_quality   : num [1:631] 2 2 1 2 1 1 2 2 2 2 ...
##  $ fruit_production: num [1:631] 1 1 1 1 1 1 1 1 1 1 ...
##  $ fruit_quality   : num [1:631] 1 1 1 1 1 1 1 1 1 1 ...
##  $ foliage_quality : num [1:631] 1 2 2 1 1 1 2 2 2 2 ...

names(h2d)
##  [1] "individual"       "departament"      "province"         "district"        
##  [5] "locality"         "station"          "basin"            "dbh"             
##  [9] "crown_diameter"   "branch_height"    "total_height"     "tree_form"       
## [13] "trunk_quality"    "fruit_production" "fruit_quality"    "foliage_quality"

group <- "departament"

mgroup <- h2d %>%
  dplyr::select({{ group }}) %>%
  unique() %>%
  deframe() %>%
  as.vector()

rslt <- 1:length(mgroup) %>% map(\(a) {
  npop <- mgroup[a]

  cat("\n#>", npop)

  gpop <- h2d %>%
    filter(.[[group]] %in% {{ npop }}) %>%
    dplyr::select(!c(fruit_quality, foliage_quality)) # al parecer no tiene variabilidad

  # str(gpop)

  nvar <- match("dbh", names(gpop))

  groups <- nvar:length(gpop) %>% map(\(b) {
    trait <- names(gpop)[b]

    cat("\n#>", trait)

    gpop %>%
      H2cal(
        data = .,
        trait = trait,
        gen.name = "locality",
        rep.n = 8 # maximo valor de n localidades
        , fixed.model = "0 + (1|province) + locality",
        random.model = "1 + (1|province) + (1|locality)",
        emmeans = FALSE,
        plot_diag = TRUE,
        outliers.rm = TRUE,
        trial = npop
      )
  })
})
## 
## #> Tumbes
## #> dbh

## 
## #> crown_diameter

## 
## #> branch_height

## 
## #> total_height

## 
## #> tree_form

## 
## #> trunk_quality

## 
## #> fruit_production

## 
## #> Piura
## #> dbh

## 
## #> crown_diameter

## 
## #> branch_height

## 
## #> total_height

## 
## #> tree_form

## 
## #> trunk_quality

## 
## #> fruit_production

h2tab <- 1:length(rslt) %>%
  map(\(x) {
    nlst <- rslt[[x]]

    1:length(nlst) %>% map(\(z) {
      rslt[[x]][[z]][["tabsmr"]]
    })
  }) %>%
  bind_rows() %>%
  rename(Trait = trait, Heritability = H2.s, Population = trial, Localities = geno) %>%
  dplyr::select(!matches("H2|rep|env|year")) %>%
  mutate(vg_vg = round(V.g / V.g, 1)) %>%
  mutate(ve_vg = round(V.e / V.g, 1)) %>%
  mutate(vp_vg = round(V.p / V.g, 1)) %>%
  unite("Ratio", c(vg_vg, vp_vg, ve_vg), sep = ":") %>%
  mutate(across(where(is.numeric), ~ round(., 2)))


h2tab %>% kable(caption = "Variance component table")

Variance component table

Population	Trait	Localities	mean	std	min	max	V.g	V.e	V.p	Heritability	Ratio
Tumbes	dbh	5	20.82	5.83	15.60	28.34	28.64	65.91	36.88	0.78	1:1.3:2.3
Tumbes	crown_diameter	5	7.84	1.28	6.05	9.59	1.27	9.38	2.45	0.52	1:1.9:7.4
Tumbes	branch_height	5	2.13	0.56	1.32	2.70	0.28	0.87	0.38	0.72	1:1.4:3.2
Tumbes	total_height	5	7.59	1.66	4.68	8.79	2.53	4.93	3.14	0.80	1:1.2:1.9
Tumbes	tree_form	5	2.16	0.30	1.77	2.55	0.08	0.26	0.11	0.71	1:1.4:3.2
Tumbes	trunk_quality	5	1.90	0.34	1.38	2.33	0.10	0.44	0.16	0.65	1:1.5:4.4
Tumbes	fruit_production	5	1.18	0.26	1.00	1.57	0.06	0.05	0.07	0.92	1:1.1:0.7
Piura	dbh	8	38.48	8.75	23.60	50.07	67.44	269.90	101.18	0.67	1:1.5:4
Piura	crown_diameter	8	12.05	2.49	6.69	14.43	6.00	16.29	8.03	0.75	1:1.3:2.7
Piura	branch_height	8	2.72	0.77	1.59	3.89	0.53	2.07	0.79	0.67	1:1.5:3.9
Piura	total_height	8	11.01	1.64	9.77	14.44	2.62	5.81	3.34	0.78	1:1.3:2.2
Piura	tree_form	8	1.92	0.45	1.32	2.50	0.18	0.68	0.27	0.68	1:1.5:3.7
Piura	trunk_quality	8	2.11	0.43	1.58	2.64	0.17	0.53	0.24	0.72	1:1.4:3
Piura	fruit_production	8	2.56	1.31	1.00	4.58	1.70	0.06	1.71	1.00	1:1:0

h2blues <- 1:length(rslt) %>%
  map(\(x) {
    nlst <- rslt[[x]]

    1:length(nlst) %>% map(\(z) {
      rslt[[x]][[z]][["blues"]] %>%
        dplyr::select(!smith.w) %>%
        pivot_longer(!c(trial, locality), names_to = "trait")
    })
  }) %>%
  bind_rows() %>%
  ungroup() %>%
  group_by(trait) %>%
  arrange(desc(value), .by_group = T)

h2blues %>% kable(caption = "BLUEs")

BLUEs

trial	locality	trait	value
Piura	Fundo Valdez	branch_height	3.892162
Piura	SENASA	branch_height	3.210405
Piura	Monte Azul	branch_height	3.205536
Piura	Kurt Beer	branch_height	3.000545
Piura	KM 190	branch_height	2.805556
Tumbes	INIA	branch_height	2.701500
Tumbes	Pedregal	branch_height	2.482115
Tumbes	Marginal forest	branch_height	2.358810
Piura	CC Ignacio Tavara	branch_height	2.092308
Piura	Saman Chico	branch_height	1.996341
Tumbes	Rica playa	branch_height	1.806957
Piura	Chanchape	branch_height	1.589535
Tumbes	ISA REP	branch_height	1.322308
Piura	Monte Azul	crown_diameter	14.428393
Piura	CC Ignacio Tavara	crown_diameter	14.023077
Piura	KM 190	crown_diameter	13.477778
Piura	Saman Chico	crown_diameter	12.803846
Piura	Chanchape	crown_diameter	12.400000
Piura	Fundo Valdez	crown_diameter	12.048684
Piura	Kurt Beer	crown_diameter	10.507818
Tumbes	Marginal forest	crown_diameter	9.586395
Tumbes	Pedregal	crown_diameter	8.309615
Tumbes	Rica playa	crown_diameter	7.667606
Tumbes	INIA	crown_diameter	7.591420
Piura	SENASA	crown_diameter	6.689459
Tumbes	ISA REP	crown_diameter	6.048077
Piura	Fundo Valdez	dbh	50.074210
Piura	KM 190	dbh	45.770278
Piura	Monte Azul	dbh	43.943333
Piura	CC Ignacio Tavara	dbh	43.517692
Piura	Saman Chico	dbh	34.512750
Piura	Kurt Beer	dbh	33.635455
Piura	Chanchape	dbh	32.764186
Tumbes	Pedregal	dbh	28.342776
Tumbes	Marginal forest	dbh	25.676658
Piura	SENASA	dbh	23.596487
Tumbes	INIA	dbh	18.402984
Tumbes	Rica playa	dbh	16.067887
Tumbes	ISA REP	dbh	15.597148
Piura	Monte Azul	fruit_production	4.576923
Piura	Saman Chico	fruit_production	4.000000
Piura	Chanchape	fruit_production	3.000000
Piura	Kurt Beer	fruit_production	2.895833
Piura	KM 190	fruit_production	2.000000
Piura	Fundo Valdez	fruit_production	2.000000
Tumbes	Marginal forest	fruit_production	1.568182
Tumbes	Pedregal	fruit_production	1.307692
Piura	CC Ignacio Tavara	fruit_production	1.000000
Piura	SENASA	fruit_production	1.000000
Tumbes	Rica playa	fruit_production	1.000000
Tumbes	INIA	fruit_production	1.000000
Tumbes	ISA REP	fruit_production	1.000000
Piura	Monte Azul	total_height	14.442857
Piura	Fundo Valdez	total_height	12.339474
Piura	KM 190	total_height	11.136111
Piura	Saman Chico	total_height	10.626410
Piura	CC Ignacio Tavara	total_height	10.146154
Piura	SENASA	total_height	9.835135
Piura	Kurt Beer	total_height	9.784727
Piura	Chanchape	total_height	9.770454
Tumbes	Marginal forest	total_height	8.786364
Tumbes	Pedregal	total_height	8.490385
Tumbes	INIA	total_height	8.035803
Tumbes	Rica playa	total_height	7.953380
Tumbes	ISA REP	total_height	4.678846
Tumbes	Marginal forest	tree_form	2.545454
Piura	Monte Azul	tree_form	2.500000
Piura	CC Ignacio Tavara	tree_form	2.384615
Tumbes	Pedregal	tree_form	2.346154
Piura	Saman Chico	tree_form	2.317073
Tumbes	INIA	tree_form	2.111111
Piura	KM 190	tree_form	2.055556
Tumbes	Rica playa	tree_form	2.028169
Tumbes	ISA REP	tree_form	1.769231
Piura	Kurt Beer	tree_form	1.709091
Piura	SENASA	tree_form	1.608108
Piura	Chanchape	tree_form	1.500000
Piura	Fundo Valdez	tree_form	1.315789
Piura	Monte Azul	trunk_quality	2.642857
Piura	Saman Chico	trunk_quality	2.560976
Piura	CC Ignacio Tavara	trunk_quality	2.461539
Tumbes	Pedregal	trunk_quality	2.326923
Piura	KM 190	trunk_quality	2.222222
Piura	Kurt Beer	trunk_quality	2.109091
Tumbes	INIA	trunk_quality	1.987654
Tumbes	Marginal forest	trunk_quality	1.977273
Tumbes	Rica playa	trunk_quality	1.816901
Piura	Chanchape	trunk_quality	1.681818
Piura	Fundo Valdez	trunk_quality	1.657895
Piura	SENASA	trunk_quality	1.581081
Tumbes	ISA REP	trunk_quality	1.384615

# h2tab %>% write_sheet(ss = gs, sheet = "h2tab")

8 Plus tree selection

8.1 Principal Component Analysis (PCA)

Principal Component Analysis (PCA). Results of the contributions and correlation of the variables in the Principal Component Analysis (PCA).

mv <- data_variables %>%
  mutate(across(`Tree form`:Parasitos_XX, as.numeric)) %>% 
  select(Locality:`Forking`) %>%
  select(-`Forking`, -`Branch height`, -Station,-Basin)

str(mv)
## tibble [631 × 9] (S3: tbl_df/tbl/data.frame)
##  $ Locality        : Factor w/ 13 levels "CC Ignacio Tavara",..: 4 4 4 4 4 4 4 4 4 4 ...
##  $ DBH             : num [1:631] 21 19.7 20.7 21.6 18.1 ...
##  $ Crown diameter  : num [1:631] 5.1 6.85 6.3 6.6 6.5 6.6 4.2 5.25 4.35 7.85 ...
##  $ Total height    : num [1:631] 9.5 8.8 9 8.8 9 7.9 9.5 9 8.4 9.7 ...
##  $ Tree form       : num [1:631] 3 3 3 1 2 2 2 2 2 2 ...
##  $ Trunk quality   : num [1:631] 2 2 1 2 1 1 2 2 2 2 ...
##  $ Fruit production: num [1:631] 1 1 1 1 1 1 1 1 1 1 ...
##  $ Fruit quality   : num [1:631] 1 1 1 1 1 1 1 1 1 1 ...
##  $ Foliage quality : num [1:631] 1 2 2 1 1 1 2 2 2 2 ...

## PCA

pca <- mv %>%
  PCA(scale.unit = T, quali.sup = 1, graph = F)

# summary

summary(pca, nbelements = Inf, nb.dec = 2)
## 
## Call:
## PCA(X = ., scale.unit = T, quali.sup = 1, graph = F) 
## 
## 
## Eigenvalues
##                       Dim.1  Dim.2  Dim.3  Dim.4  Dim.5  Dim.6  Dim.7  Dim.8
## Variance               4.34   1.34   1.04   0.46   0.31   0.25   0.19   0.08
## % of var.             54.31  16.70  12.98   5.72   3.82   3.10   2.42   0.95
## Cumulative % of var.  54.31  71.01  83.99  89.72  93.53  96.63  99.05 100.00
## 
## Individuals
##                      Dist   Dim.1   ctr  cos2   Dim.2   ctr  cos2   Dim.3   ctr
## 1                 |  2.57 | -1.47  0.08  0.33 |  1.70  0.34  0.44 |  0.01  0.00
## 2                 |  1.97 | -1.00  0.04  0.26 |  1.41  0.24  0.51 |  0.58  0.05
## 3                 |  2.38 | -1.42  0.07  0.36 |  0.77  0.07  0.11 |  0.25  0.01
## 4                 |  2.48 | -2.01  0.15  0.65 |  0.09  0.00  0.00 | -0.88  0.12
## 5                 |  2.54 | -2.18  0.17  0.74 |  0.25  0.01  0.01 | -0.71  0.08
## 6                 |  2.54 | -2.22  0.18  0.77 |  0.25  0.01  0.01 | -0.69  0.07
## 7                 |  1.89 | -1.53  0.09  0.65 |  0.57  0.04  0.09 |  0.41  0.03
## 8                 |  1.81 | -1.52  0.08  0.71 |  0.57  0.04  0.10 |  0.42  0.03
## 9                 |  1.94 | -1.67  0.10  0.73 |  0.55  0.04  0.08 |  0.56  0.05
## 10                |  1.34 | -1.04  0.04  0.60 |  0.63  0.05  0.22 | -0.12  0.00
## 11                |  1.59 | -1.40  0.07  0.77 |  0.58  0.04  0.13 |  0.28  0.01
## 12                |  1.39 | -1.11  0.04  0.63 |  0.62  0.05  0.20 | -0.02  0.00
## 13                |  2.49 | -2.08  0.16  0.70 |  0.85  0.09  0.12 | -0.08  0.00
## 14                |  2.42 | -2.02  0.15  0.69 |  0.86  0.09  0.12 | -0.11  0.00
## 15                |  2.64 | -2.19  0.18  0.69 |  0.83  0.08  0.10 |  0.06  0.00
## 16                |  2.05 | -1.55  0.09  0.57 |  0.92  0.10  0.20 | -0.59  0.05
## 17                |  2.20 | -1.79  0.12  0.66 |  0.89  0.09  0.16 | -0.37  0.02
## 18                |  1.48 | -1.25  0.06  0.71 |  0.60  0.04  0.17 |  0.11  0.00
## 19                |  1.42 | -1.17  0.05  0.68 |  0.61  0.04  0.19 |  0.00  0.00
## 20                |  1.35 | -1.08  0.04  0.65 |  0.63  0.05  0.22 | -0.06  0.00
## 21                |  1.86 | -0.45  0.01  0.06 |  1.29  0.20  0.48 |  0.05  0.00
## 22                |  1.85 | -0.54  0.01  0.09 |  1.28  0.19  0.48 |  0.15  0.00
## 23                |  2.29 | -0.07  0.00  0.00 |  2.11  0.53  0.85 |  0.38  0.02
## 24                |  1.89 | -0.56  0.01  0.09 |  1.28  0.19  0.46 |  0.17  0.00
## 25                |  2.30 | -0.72  0.02  0.10 |  0.49  0.03  0.04 | -0.36  0.02
## 26                |  2.32 | -0.59  0.01  0.06 |  0.50  0.03  0.05 | -0.48  0.03
## 27                |  2.61 |  0.34  0.00  0.02 |  0.71  0.06  0.07 |  2.08  0.66
## 28                |  2.38 |  0.66  0.02  0.08 |  0.75  0.07  0.10 |  1.75  0.47
## 29                |  1.53 |  0.00  0.00  0.00 | -0.69  0.06  0.21 |  0.93  0.13
## 30                |  1.34 |  0.35  0.00  0.07 | -0.64  0.05  0.23 |  0.60  0.06
## 31                |  1.25 |  0.47  0.01  0.14 | -0.63  0.05  0.25 |  0.45  0.03
## 32                |  1.85 |  0.72  0.02  0.15 | -0.01  0.00  0.00 |  0.96  0.14
## 33                |  1.23 | -0.78  0.02  0.40 |  0.67  0.05  0.30 | -0.39  0.02
## 34                |  1.58 | -1.31  0.06  0.70 |  0.60  0.04  0.14 |  0.20  0.01
## 35                |  1.89 | -1.47  0.08  0.61 | -0.01  0.00  0.00 | -0.39  0.02
## 36                |  2.27 | -0.26  0.00  0.01 |  2.09  0.52  0.85 |  0.60  0.05
## 37                |  1.79 | -0.34  0.00  0.04 |  1.50  0.27  0.70 | -0.11  0.00
## 38                |  1.84 | -0.64  0.01  0.12 |  1.46  0.25  0.63 |  0.22  0.01
## 39                |  1.95 | -0.79  0.02  0.16 |  1.44  0.25  0.54 |  0.41  0.03
## 40                |  2.00 | -0.87  0.03  0.19 |  1.43  0.24  0.51 |  0.49  0.04
## 41                |  2.05 | -1.00  0.04  0.24 |  1.41  0.24  0.47 |  0.58  0.05
## 42                |  2.52 | -0.76  0.02  0.09 | -1.02  0.12  0.16 | -0.08  0.00
## 43                |  2.48 | -2.25  0.18  0.82 | -0.11  0.00  0.00 |  0.41  0.03
## 44                |  2.08 | -1.72  0.11  0.68 |  0.54  0.03  0.07 |  0.66  0.07
## 45                |  2.15 | -1.84  0.12  0.74 |  0.52  0.03  0.06 |  0.77  0.09
## 46                |  1.65 | -1.37  0.07  0.69 |  0.59  0.04  0.13 |  0.23  0.01
## 47                |  1.41 | -1.06  0.04  0.57 |  0.63  0.05  0.20 | -0.04  0.00
## 48                |  1.32 | -0.79  0.02  0.36 |  0.67  0.05  0.26 | -0.35  0.02
## 49                |  1.51 | -1.25  0.06  0.68 |  0.60  0.04  0.16 |  0.14  0.00
## 50                |  1.79 | -1.46  0.08  0.66 |  0.58  0.04  0.10 |  0.34  0.02
## 51                |  1.43 | -0.55  0.01  0.15 |  0.70  0.06  0.24 | -0.61  0.06
## 52                |  1.41 | -1.03  0.04  0.54 |  0.63  0.05  0.20 | -0.09  0.00
## 53                |  1.50 | -0.92  0.03  0.38 |  0.65  0.05  0.19 | -0.19  0.01
## 54                |  1.28 | -0.76  0.02  0.35 |  0.67  0.05  0.28 | -0.38  0.02
## 55                |  1.52 | -0.44  0.01  0.09 |  0.71  0.06  0.22 | -0.74  0.08
## 56                |  1.37 | -1.05  0.04  0.59 |  0.63  0.05  0.21 | -0.07  0.00
## 57                |  1.70 | -1.50  0.08  0.78 |  0.57  0.04  0.11 |  0.39  0.02
## 58                |  2.40 | -2.07  0.16  0.75 |  0.49  0.03  0.04 |  0.98  0.15
## 59                |  2.88 | -2.58  0.24  0.80 | -0.16  0.00  0.00 |  0.75  0.09
## 60                |  2.96 | -2.66  0.26  0.81 | -0.17  0.00  0.00 |  0.83  0.11
## 61                |  2.51 | -2.27  0.19  0.81 | -0.11  0.00  0.00 |  0.39  0.02
## 62                |  2.47 | -2.13  0.17  0.75 | -0.10  0.00  0.00 |  0.21  0.01
## 63                |  2.60 | -2.35  0.20  0.82 | -0.13  0.00  0.00 |  0.48  0.03
## 64                |  2.39 | -2.02  0.15  0.72 |  0.50  0.03  0.04 |  0.94  0.14
## 65                |  2.12 | -1.86  0.13  0.77 |  0.52  0.03  0.06 |  0.78  0.09
## 66                |  2.20 | -1.91  0.13  0.75 |  0.51  0.03  0.05 |  0.83  0.11
## 67                |  1.98 | -1.62  0.10  0.67 |  0.55  0.04  0.08 |  0.44  0.03
## 68                |  2.10 | -1.50  0.08  0.51 |  0.57  0.04  0.07 |  0.40  0.02
## 69                |  2.15 | -1.84  0.12  0.73 |  0.52  0.03  0.06 |  0.69  0.07
## 70                |  2.09 | -1.78  0.12  0.73 |  0.53  0.03  0.06 |  0.71  0.08
## 71                |  2.10 | -1.82  0.12  0.75 |  0.53  0.03  0.06 |  0.71  0.08
## 72                |  2.09 | -1.83  0.12  0.77 |  0.53  0.03  0.06 |  0.74  0.08
## 73                |  2.04 | -1.70  0.11  0.70 |  0.54  0.03  0.07 |  0.62  0.06
## 74                |  1.90 | -1.53  0.09  0.65 |  0.57  0.04  0.09 |  0.46  0.03
## 75                |  1.93 | -1.54  0.09  0.64 |  0.56  0.04  0.09 |  0.48  0.03
## 76                |  1.36 | -0.98  0.04  0.53 |  0.64  0.05  0.22 | -0.17  0.00
## 77                |  1.69 | -1.50  0.08  0.78 |  0.57  0.04  0.11 |  0.38  0.02
## 78                |  1.74 | -1.54  0.09  0.78 |  0.56  0.04  0.10 |  0.42  0.03
## 79                |  1.77 | -1.55  0.09  0.77 |  0.56  0.04  0.10 |  0.45  0.03
## 80                |  2.01 | -1.78  0.12  0.78 |  0.53  0.03  0.07 |  0.69  0.07
## 81                |  1.85 | -1.56  0.09  0.70 |  0.56  0.04  0.09 |  0.45  0.03
## 82                |  2.20 |  0.15  0.00  0.00 |  1.21  0.17  0.30 |  0.44  0.03
## 83                |  2.46 |  0.73  0.02  0.09 |  1.29  0.20  0.27 | -0.18  0.00
## 84                |  2.49 |  1.85  0.12  0.55 |  0.32  0.01  0.02 |  0.30  0.01
## 85                |  1.86 |  0.12  0.00  0.00 | -0.91  0.10  0.24 | -0.45  0.03
## 86                |  1.91 | -0.27  0.00  0.02 |  1.51  0.27  0.62 | -0.22  0.01
## 87                |  2.21 | -0.09  0.00  0.00 |  0.99  0.12  0.20 |  0.74  0.08
## 88                |  2.42 | -0.43  0.01  0.03 |  0.94  0.10  0.15 |  1.11  0.19
## 89                |  2.43 | -0.52  0.01  0.05 |  0.93  0.10  0.15 |  1.21  0.22
## 90                |  2.59 |  0.14  0.00  0.00 |  1.79  0.38  0.48 |  1.23  0.23
## 91                |  2.92 | -0.46  0.01  0.03 |  1.71  0.34  0.34 |  1.84  0.52
## 92                |  2.21 |  0.20  0.00  0.01 |  1.03  0.12  0.22 |  0.44  0.03
## 93                |  2.60 |  0.12  0.00  0.00 |  0.24  0.01  0.01 | -0.20  0.01
## 94                |  2.24 |  0.41  0.01  0.03 |  1.41  0.24  0.40 | -0.83  0.11
## 95                |  2.70 | -2.31  0.19  0.73 |  0.05  0.00  0.00 | -0.58  0.05
## 96                |  1.94 | -0.65  0.02  0.11 |  1.27  0.19  0.42 |  0.25  0.01
## 97                |  2.42 | -0.25  0.00  0.01 |  2.09  0.52  0.74 |  0.58  0.05
## 98                |  1.84 | -0.11  0.00  0.00 |  1.34  0.21  0.53 | -0.33  0.02
## 99                |  2.80 | -0.24  0.00  0.01 |  1.33  0.21  0.23 |  1.14  0.20
## 100               |  2.86 | -2.66  0.26  0.87 |  0.19  0.00  0.00 | -0.19  0.01
## 101               |  2.54 | -0.75  0.02  0.09 |  0.48  0.03  0.04 | -0.37  0.02
## 102               |  2.43 |  0.12  0.00  0.00 |  2.14  0.54  0.78 |  0.17  0.00
## 103               |  3.29 | -1.61  0.09  0.24 |  2.26  0.61  0.47 |  0.94  0.14
## 104               |  2.02 | -1.45  0.08  0.52 |  0.93  0.10  0.21 | -0.70  0.07
## 105               |  2.60 | -0.78  0.02  0.09 |  2.02  0.48  0.60 |  1.10  0.19
## 106               |  2.57 | -2.26  0.19  0.78 |  0.82  0.08  0.10 |  0.12  0.00
## 107               |  2.84 | -2.39  0.21  0.71 |  0.81  0.08  0.08 |  0.30  0.01
## 108               |  2.97 | -2.61  0.25  0.77 |  0.78  0.07  0.07 |  0.50  0.04
## 109               |  2.24 | -1.80  0.12  0.65 |  0.88  0.09  0.16 | -0.35  0.02
## 110               |  2.72 | -2.36  0.20  0.75 |  0.04  0.00  0.00 | -0.48  0.03
## 111               |  2.70 | -2.30  0.19  0.72 |  0.05  0.00  0.00 | -0.53  0.04
## 112               |  2.86 | -2.52  0.23  0.78 |  0.02  0.00  0.00 | -0.32  0.02
## 113               |  3.18 | -2.87  0.30  0.81 | -0.03  0.00  0.00 |  0.05  0.00
## 114               |  2.46 | -2.04  0.15  0.69 |  0.85  0.09  0.12 | -0.05  0.00
## 115               |  2.68 | -2.32  0.20  0.75 |  0.82  0.08  0.09 |  0.21  0.01
## 116               |  1.53 | -1.28  0.06  0.69 |  0.60  0.04  0.15 |  0.16  0.00
## 117               |  2.27 | -1.89  0.13  0.69 |  0.87  0.09  0.15 | -0.24  0.01
## 118               |  2.68 | -2.32  0.20  0.75 |  0.04  0.00  0.00 | -0.50  0.04
## 119               |  2.65 | -2.27  0.19  0.73 |  0.05  0.00  0.00 | -0.56  0.05
## 120               |  2.12 | -1.64  0.10  0.60 |  0.91  0.10  0.18 | -0.48  0.03
## 121               |  1.91 | -1.63  0.10  0.74 |  0.55  0.04  0.08 |  0.54  0.04
## 122               |  1.71 | -1.51  0.08  0.78 |  0.57  0.04  0.11 |  0.40  0.02
## 123               |  2.51 | -2.18  0.17  0.76 | -0.87  0.09  0.12 | -0.34  0.02
## 124               |  1.50 | -1.26  0.06  0.71 |  0.60  0.04  0.16 |  0.16  0.00
## 125               |  1.58 | -1.34  0.07  0.73 |  0.59  0.04  0.14 |  0.25  0.01
## 126               |  2.38 | -1.49  0.08  0.39 |  1.34  0.21  0.32 |  1.11  0.19
## 127               |  2.59 | -2.37  0.21  0.84 | -0.13  0.00  0.00 |  0.55  0.05
## 128               |  2.39 | -2.14  0.17  0.80 | -0.10  0.00  0.00 |  0.31  0.01
## 129               |  2.66 | -2.44  0.22  0.84 | -0.14  0.00  0.00 |  0.62  0.06
## 130               |  2.63 | -2.41  0.21  0.84 | -0.13  0.00  0.00 |  0.57  0.05
## 131               |  2.52 | -2.32  0.20  0.85 | -0.12  0.00  0.00 |  0.49  0.04
## 132               |  2.28 | -2.06  0.15  0.82 | -0.09  0.00  0.00 |  0.23  0.01
## 133               |  2.34 | -2.14  0.17  0.83 | -0.10  0.00  0.00 |  0.31  0.01
## 134               |  2.24 | -2.00  0.15  0.80 | -0.08  0.00  0.00 |  0.18  0.01
## 135               |  2.22 | -2.00  0.15  0.81 | -0.08  0.00  0.00 |  0.17  0.00
## 136               |  2.23 | -1.98  0.14  0.79 | -0.08  0.00  0.00 |  0.17  0.00
## 137               |  2.24 | -2.02  0.15  0.81 | -0.08  0.00  0.00 |  0.19  0.01
## 138               |  2.22 | -1.98  0.14  0.80 | -0.08  0.00  0.00 |  0.17  0.00
## 139               |  2.17 | -1.89  0.13  0.76 | -0.06  0.00  0.00 |  0.07  0.00
## 140               |  2.41 | -2.18  0.17  0.82 | -0.10  0.00  0.00 |  0.35  0.02
## 141               |  2.01 | -1.74  0.11  0.75 | -0.04  0.00  0.00 | -0.11  0.00
## 142               |  1.99 | -1.60  0.09  0.64 | -0.02  0.00  0.00 | -0.23  0.01
## 143               |  2.22 | -1.98  0.14  0.79 | -0.07  0.00  0.00 |  0.17  0.00
## 144               |  2.24 | -2.03  0.15  0.82 | -0.08  0.00  0.00 |  0.18  0.01
## 145               |  2.64 | -2.32  0.20  0.77 | -0.12  0.00  0.00 |  0.51  0.04
## 146               |  2.61 | -2.37  0.21  0.82 | -0.13  0.00  0.00 |  0.56  0.05
## 147               |  2.58 | -2.37  0.20  0.84 | -0.13  0.00  0.00 |  0.55  0.05
## 148               |  2.42 | -2.09  0.16  0.74 | -0.09  0.00  0.00 |  0.26  0.01
## 149               |  2.24 | -2.02  0.15  0.81 | -0.08  0.00  0.00 |  0.19  0.01
## 150               |  2.17 | -1.94  0.14  0.80 | -0.07  0.00  0.00 |  0.10  0.00
## 151               |  2.03 | -1.75  0.11  0.74 | -0.04  0.00  0.00 | -0.09  0.00
## 152               |  2.08 | -1.77  0.11  0.73 | -0.05  0.00  0.00 | -0.07  0.00
## 153               |  1.48 | -0.34  0.00  0.05 | -0.39  0.02  0.07 |  0.77  0.09
## 154               |  1.87 | -0.78  0.02  0.17 | -0.45  0.02  0.06 |  1.25  0.24
## 155               |  1.85 | -0.72  0.02  0.15 | -0.44  0.02  0.06 |  1.21  0.22
## 156               |  1.93 | -0.63  0.01  0.11 | -0.43  0.02  0.05 |  1.06  0.17
## 157               |  1.74 | -0.54  0.01  0.10 | -0.42  0.02  0.06 |  0.99  0.15
## 158               |  2.75 | -2.41  0.21  0.77 |  0.80  0.08  0.09 |  0.28  0.01
## 159               |  2.88 | -2.55  0.24  0.78 |  0.78  0.07  0.07 |  0.43  0.03
## 160               |  3.25 | -3.05  0.34  0.88 |  0.14  0.00  0.00 |  0.20  0.01
## 161               |  3.12 | -2.91  0.31  0.87 |  0.15  0.00  0.00 |  0.06  0.00
## 162               |  3.02 | -2.79  0.28  0.85 |  0.17  0.00  0.00 | -0.10  0.00
## 163               |  2.97 | -2.72  0.27  0.83 |  0.18  0.00  0.00 | -0.16  0.00
## 164               |  1.63 | -1.27  0.06  0.61 |  0.60  0.04  0.14 |  0.14  0.00
## 165               |  2.89 | -2.52  0.23  0.76 |  0.79  0.07  0.07 |  0.42  0.03
## 166               |  3.01 | -2.63  0.25  0.77 |  0.77  0.07  0.07 |  0.53  0.04
## 167               |  3.38 | -3.06  0.34  0.82 | -0.99  0.12  0.09 |  0.52  0.04
## 168               |  3.31 | -2.98  0.32  0.81 | -0.98  0.11  0.09 |  0.44  0.03
## 169               |  3.72 | -3.50  0.45  0.89 | -0.70  0.06  0.04 | -0.08  0.00
## 170               |  3.15 | -2.86  0.30  0.82 | -0.96  0.11  0.09 |  0.32  0.02
## 171               |  3.28 | -2.97  0.32  0.82 | -0.98  0.11  0.09 |  0.44  0.03
## 172               |  2.97 | -2.45  0.22  0.68 | -0.91  0.10  0.09 | -0.09  0.00
## 173               |  2.18 | -1.54  0.09  0.50 | -0.02  0.00  0.00 | -0.39  0.02
## 174               |  2.80 | -2.46  0.22  0.77 | -0.14  0.00  0.00 |  0.62  0.06
## 175               |  2.93 | -2.68  0.26  0.83 |  0.19  0.00  0.00 | -0.23  0.01
## 176               |  2.94 | -2.69  0.26  0.84 |  0.18  0.00  0.00 | -0.19  0.01
## 177               |  2.70 | -2.45  0.22  0.82 | -0.14  0.00  0.00 |  0.64  0.06
## 178               |  2.71 | -2.47  0.22  0.83 | -0.14  0.00  0.00 |  0.65  0.06
## 179               |  2.43 |  1.31  0.06  0.29 |  0.83  0.08  0.12 |  1.52  0.35
## 180               |  2.12 | -1.08  0.04  0.26 |  0.27  0.01  0.02 |  1.00  0.15
## 181               |  2.23 | -1.17  0.05  0.28 |  0.26  0.01  0.01 |  1.11  0.19
## 182               |  2.54 |  0.61  0.01  0.06 |  1.85  0.41  0.53 |  0.67  0.07
## 183               |  2.75 |  1.23  0.06  0.20 |  1.93  0.44  0.50 | -0.01  0.00
## 184               |  2.74 | -0.21  0.00  0.01 |  1.74  0.36  0.40 |  1.55  0.37
## 185               |  2.54 | -1.46  0.08  0.33 |  1.70  0.34  0.45 | -0.03  0.00
## 186               |  2.71 |  1.16  0.05  0.18 |  1.92  0.44  0.50 |  0.07  0.00
## 187               |  2.61 |  0.93  0.03  0.13 |  1.89  0.43  0.53 |  0.29  0.01
## 188               |  2.48 |  0.39  0.01  0.02 |  1.82  0.39  0.54 |  0.85  0.11
## 189               |  2.27 | -1.84  0.12  0.66 |  0.88  0.09  0.15 | -0.36  0.02
## 190               |  2.49 |  0.32  0.00  0.02 |  2.17  0.56  0.76 | -0.16  0.00
## 191               |  1.28 | -0.91  0.03  0.51 |  0.65  0.05  0.26 | -0.28  0.01
## 192               |  1.79 | -0.20  0.00  0.01 |  1.33  0.21  0.55 | -0.29  0.01
## 193               |  1.79 | -0.45  0.01  0.06 |  1.29  0.20  0.52 | -0.01  0.00
## 194               |  2.68 |  0.86  0.03  0.10 |  2.24  0.60  0.70 | -0.77  0.09
## 195               |  2.63 | -2.12  0.16  0.65 |  0.84  0.08  0.10 | -0.11  0.00
## 196               |  2.51 |  0.11  0.00  0.00 |  1.78  0.38  0.50 |  1.19  0.22
## 197               |  3.28 |  1.83  0.12  0.31 |  2.02  0.48  0.38 | -0.69  0.07
## 198               |  2.83 | -0.91  0.03  0.10 |  2.00  0.47  0.50 |  1.12  0.19
## 199               |  2.05 | -1.75  0.11  0.73 |  0.54  0.03  0.07 |  0.66  0.07
## 200               |  2.42 |  0.27  0.00  0.01 |  2.16  0.55  0.79 |  0.03  0.00
## 201               |  2.19 |  0.07  0.00  0.00 |  2.13  0.54  0.94 |  0.15  0.00
## 202               |  2.43 | -2.10  0.16  0.75 |  0.84  0.08  0.12 | -0.05  0.00
## 203               |  1.87 | -0.83  0.03  0.20 |  0.30  0.01  0.03 |  0.69  0.07
## 204               |  1.94 | -0.95  0.03  0.24 |  0.29  0.01  0.02 |  0.85  0.11
## 205               |  1.99 | -0.97  0.03  0.24 |  0.29  0.01  0.02 |  0.83  0.11
## 206               |  2.55 |  0.67  0.02  0.07 |  0.51  0.03  0.04 | -1.03  0.16
## 207               |  2.34 |  0.42  0.01  0.03 |  0.47  0.03  0.04 | -0.78  0.09
## 208               |  1.95 | -0.95  0.03  0.23 |  0.29  0.01  0.02 |  0.82  0.10
## 209               |  2.65 | -2.31  0.19  0.76 | -0.12  0.00  0.00 |  0.47  0.03
## 210               |  2.52 | -2.11  0.16  0.71 |  0.49  0.03  0.04 |  1.04  0.17
## 211               |  2.94 | -2.72  0.27  0.86 | -0.95  0.11  0.10 |  0.19  0.01
## 212               |  2.73 | -2.37  0.20  0.75 |  0.81  0.08  0.09 |  0.21  0.01
## 213               |  2.52 | -2.17  0.17  0.74 |  0.48  0.03  0.04 |  1.09  0.18
## 214               |  1.94 | -1.55  0.09  0.64 | -0.02  0.00  0.00 | -0.34  0.02
## 215               |  2.12 |  1.37  0.07  0.42 |  1.19  0.17  0.32 |  0.39  0.02
## 216               |  2.18 |  1.42  0.07  0.43 |  1.20  0.17  0.30 |  0.32  0.02
## 217               |  1.85 | -0.34  0.00  0.03 | -0.03  0.00  0.00 | -0.30  0.01
## 218               |  1.58 |  0.23  0.00  0.02 | -0.31  0.01  0.04 |  0.14  0.00
## 219               |  1.80 | -1.26  0.06  0.49 |  0.22  0.01  0.01 |  0.62  0.06
## 220               |  2.23 | -0.71  0.02  0.10 | -0.44  0.02  0.04 |  1.05  0.17
## 221               |  1.21 | -0.03  0.00  0.00 | -0.35  0.01  0.08 |  0.39  0.02
## 222               |  1.24 | -0.22  0.00  0.03 | -0.38  0.02  0.09 |  0.61  0.06
## 223               |  2.29 |  1.49  0.08  0.43 |  1.21  0.17  0.28 |  0.23  0.01
## 224               |  2.12 |  0.65  0.02  0.09 |  1.09  0.14  0.27 |  1.18  0.21
## 225               |  1.22 | -0.11  0.00  0.01 | -0.36  0.02  0.09 |  0.46  0.03
## 226               |  1.28 |  0.12  0.00  0.01 | -0.33  0.01  0.07 |  0.18  0.00
## 227               |  1.46 | -0.33  0.00  0.05 | -0.39  0.02  0.07 |  0.79  0.10
## 228               |  1.01 |  0.25  0.00  0.06 | -0.31  0.01  0.10 |  0.13  0.00
## 229               |  1.85 | -0.38  0.01  0.04 | -0.04  0.00  0.00 | -0.28  0.01
## 230               |  1.96 | -0.69  0.02  0.12 | -0.08  0.00  0.00 |  0.07  0.00
## 231               |  2.33 |  1.32  0.06  0.32 |  0.83  0.08  0.13 |  1.55  0.37
## 232               |  2.43 |  1.51  0.08  0.39 |  0.85  0.09  0.12 |  1.42  0.31
## 233               |  2.49 | -1.94  0.14  0.61 | -0.61  0.04  0.06 |  0.62  0.06
## 234               |  2.28 | -1.90  0.13  0.69 | -0.41  0.02  0.03 |  0.58  0.05
## 235               |  2.32 | -1.95  0.14  0.70 | -0.42  0.02  0.03 |  0.62  0.06
## 236               |  2.19 | -1.80  0.12  0.68 | -0.40  0.02  0.03 |  0.47  0.03
## 237               |  2.37 | -1.99  0.14  0.70 | -0.42  0.02  0.03 |  0.66  0.07
## 238               |  1.67 | -0.92  0.03  0.31 | -0.47  0.03  0.08 | -0.51  0.04
## 239               |  1.96 |  0.26  0.00  0.02 | -1.25  0.18  0.40 |  0.39  0.02
## 240               |  2.64 | -2.27  0.19  0.74 |  0.24  0.01  0.01 | -0.61  0.06
## 241               |  3.30 |  2.74  0.27  0.69 |  0.44  0.02  0.02 | -0.81  0.10
## 242               |  1.48 | -1.15  0.05  0.60 |  0.62  0.05  0.17 |  0.06  0.00
## 243               |  2.03 | -1.77  0.11  0.76 | -0.05  0.00  0.00 | -0.11  0.00
## 244               |  3.28 |  0.02  0.00  0.00 |  2.13  0.54  0.42 | -0.03  0.00
## 245               |  2.89 |  1.10  0.04  0.14 |  2.27  0.61  0.62 | -0.91  0.13
## 246               |  3.12 |  1.32  0.06  0.18 |  2.30  0.63  0.54 | -1.14  0.20
## 247               |  2.29 | -0.36  0.00  0.02 |  2.08  0.51  0.82 |  0.71  0.08
## 248               |  2.32 |  0.42  0.01  0.03 |  1.60  0.30  0.48 | -0.96  0.14
## 249               |  2.37 |  0.53  0.01  0.05 |  1.61  0.31  0.46 | -1.06  0.17
## 250               |  2.21 | -1.21  0.05  0.30 |  1.38  0.23  0.39 |  0.85  0.11
## 251               |  3.01 | -0.60  0.01  0.04 |  0.11  0.00  0.00 | -1.45  0.32
## 252               |  3.45 |  1.43  0.07  0.17 |  2.32  0.64  0.45 | -1.45  0.32
## 253               |  2.82 | -2.56  0.24  0.82 | -0.15  0.00  0.00 |  0.73  0.08
## 254               |  2.19 | -1.95  0.14  0.80 | -0.07  0.00  0.00 |  0.06  0.00
## 255               |  2.26 | -2.05  0.15  0.82 | -0.08  0.00  0.00 |  0.18  0.01
## 256               |  1.94 | -1.49  0.08  0.59 | -0.01  0.00  0.00 | -0.47  0.03
## 257               |  2.55 | -2.29  0.19  0.81 | -0.12  0.00  0.00 |  0.46  0.03
## 258               |  2.13 |  1.45  0.08  0.46 |  1.20  0.17  0.32 |  0.34  0.02
## 259               |  2.25 |  1.63  0.10  0.53 |  1.23  0.18  0.30 |  0.14  0.00
## 260               |  2.33 |  1.72  0.11  0.55 |  1.24  0.18  0.28 |  0.02  0.00
## 261               |  2.21 |  1.52  0.08  0.47 |  1.21  0.17  0.30 |  0.30  0.01
## 262               |  2.54 |  0.02  0.00  0.00 |  1.01  0.12  0.16 |  1.88  0.54
## 263               |  2.52 |  0.03  0.00  0.00 |  1.01  0.12  0.16 |  1.88  0.54
## 264               |  2.67 |  0.53  0.01  0.04 |  0.72  0.06  0.07 |  2.41  0.89
## 265               |  2.73 |  0.45  0.01  0.03 |  0.71  0.06  0.07 |  2.50  0.95
## 266               |  3.83 |  3.05  0.34  0.63 |  0.48  0.03  0.02 | -1.22  0.23
## 267               |  3.28 |  2.67  0.26  0.66 |  0.43  0.02  0.02 | -0.79  0.09
## 268               |  2.39 |  1.69  0.10  0.50 |  0.30  0.01  0.02 |  0.30  0.01
## 269               |  2.52 | -0.04  0.00  0.00 |  0.06  0.00  0.00 |  2.24  0.76
## 270               |  2.42 |  0.05  0.00  0.00 |  0.08  0.00  0.00 |  2.16  0.71
## 271               |  2.46 |  1.04  0.04  0.18 | -0.37  0.02  0.02 |  0.27  0.01
## 272               |  4.54 |  3.67  0.49  0.65 |  0.56  0.04  0.02 | -1.85  0.52
## 273               |  2.71 | -2.45  0.22  0.82 | -0.14  0.00  0.00 |  0.60  0.05
## 274               |  2.67 | -2.44  0.22  0.84 | -0.14  0.00  0.00 |  0.62  0.06
## 275               |  1.29 | -0.48  0.01  0.14 |  0.71  0.06  0.30 | -0.71  0.08
## 276               |  2.05 | -1.29  0.06  0.39 |  0.96  0.11  0.22 | -0.92  0.13
## 277               |  2.08 | -1.35  0.07  0.43 |  0.95  0.11  0.21 | -0.82  0.10
## 278               |  1.99 | -1.25  0.06  0.40 |  0.96  0.11  0.23 | -0.96  0.14
## 279               |  2.88 | -2.53  0.23  0.77 | -0.56  0.04  0.04 | -1.02  0.16
## 280               |  1.37 | -0.83  0.03  0.37 |  0.66  0.05  0.23 | -0.34  0.02
## 281               |  1.48 | -1.08  0.04  0.53 |  0.63  0.05  0.18 | -0.05  0.00
## 282               |  2.29 | -1.66  0.10  0.53 | -0.80  0.08  0.12 | -0.92  0.13
## 283               |  1.42 | -1.14  0.05  0.64 |  0.62  0.05  0.19 |  0.00  0.00
## 284               |  1.47 | -1.10  0.04  0.56 |  0.62  0.05  0.18 | -0.08  0.00
## 285               |  1.31 | -0.87  0.03  0.44 |  0.66  0.05  0.25 | -0.34  0.02
## 286               |  1.30 | -0.80  0.02  0.38 |  0.66  0.05  0.26 | -0.42  0.03
## 287               |  1.49 | -0.97  0.03  0.43 |  0.64  0.05  0.19 | -0.20  0.01
## 288               |  1.39 | -1.11  0.04  0.63 |  0.62  0.05  0.20 | -0.02  0.00
## 289               |  1.42 | -1.07  0.04  0.57 |  0.63  0.05  0.20 | -0.09  0.00
## 290               |  1.71 | -1.39  0.07  0.66 |  0.59  0.04  0.12 |  0.28  0.01
## 291               |  3.02 | -2.49  0.23  0.68 | -0.56  0.04  0.03 | -1.11  0.19
## 292               |  3.01 | -2.65  0.26  0.78 | -0.58  0.04  0.04 | -0.96  0.14
## 293               |  2.53 | -1.98  0.14  0.61 |  0.09  0.00  0.00 | -0.92  0.13
## 294               |  3.15 | -2.98  0.32  0.89 | -0.62  0.05  0.04 | -0.60  0.06
## 295               |  2.44 | -2.04  0.15  0.70 |  0.85  0.09  0.12 | -0.09  0.00
## 296               |  1.58 | -1.38  0.07  0.77 |  0.59  0.04  0.14 |  0.25  0.01
## 297               |  2.66 | -2.00  0.15  0.57 | -0.85  0.09  0.10 | -0.60  0.05
## 298               |  2.78 | -2.35  0.20  0.71 | -0.90  0.10  0.10 | -0.24  0.01
## 299               |  3.02 | -2.64  0.25  0.76 | -0.58  0.04  0.04 | -0.98  0.15
## 300               |  1.68 | -1.31  0.06  0.60 |  0.60  0.04  0.13 |  0.15  0.00
## 301               |  1.23 | -0.83  0.02  0.45 |  0.66  0.05  0.29 | -0.35  0.02
## 302               |  2.13 | -1.56  0.09  0.54 |  0.92  0.10  0.19 | -0.65  0.06
## 303               |  1.37 | -0.32  0.00  0.06 |  0.73  0.06  0.29 | -0.90  0.12
## 304               |  2.77 | -2.27  0.19  0.67 | -0.53  0.03  0.04 | -1.37  0.29
## 305               |  2.94 | -2.51  0.23  0.73 | -0.56  0.04  0.04 | -1.10  0.18
## 306               |  2.12 | -1.56  0.09  0.54 |  0.92  0.10  0.19 | -0.64  0.06
## 307               |  2.41 | -2.10  0.16  0.76 |  0.85  0.08  0.12 | -0.03  0.00
## 308               |  2.35 | -1.88  0.13  0.64 |  0.87  0.09  0.14 | -0.22  0.01
## 309               |  2.29 | -1.77  0.11  0.60 |  0.89  0.09  0.15 | -0.38  0.02
## 310               |  2.78 | -2.39  0.21  0.74 | -0.55  0.04  0.04 | -1.23  0.23
## 311               |  2.87 | -2.46  0.22  0.73 | -0.55  0.04  0.04 | -1.17  0.21
## 312               |  3.19 | -2.81  0.29  0.78 | -0.60  0.04  0.04 | -0.79  0.09
## 313               |  2.42 | -2.09  0.16  0.74 |  0.85  0.08  0.12 | -0.08  0.00
## 314               |  3.00 | -2.61  0.25  0.76 | -0.57  0.04  0.04 | -0.99  0.15
## 315               |  2.08 | -1.44  0.08  0.48 |  0.93  0.10  0.20 | -0.76  0.09
## 316               |  3.02 | -2.70  0.27  0.80 | -0.59  0.04  0.04 | -0.88  0.12
## 317               |  3.04 | -2.72  0.27  0.80 | -0.59  0.04  0.04 | -0.86  0.11
## 318               |  2.14 | -1.61  0.09  0.57 |  0.91  0.10  0.18 | -0.56  0.05
## 319               |  2.84 | -2.38  0.21  0.70 | -0.54  0.04  0.04 | -1.24  0.23
## 320               |  3.16 | -2.85  0.30  0.82 | -0.61  0.04  0.04 | -0.77  0.09
## 321               |  3.05 | -2.80  0.29  0.84 | -0.60  0.04  0.04 | -0.79  0.10
## 322               |  3.01 | -2.45  0.22  0.66 | -0.55  0.04  0.03 | -1.15  0.20
## 323               |  2.28 | -1.50  0.08  0.43 |  0.93  0.10  0.17 | -0.70  0.08
## 324               |  2.28 | -1.47  0.08  0.41 |  0.93  0.10  0.17 | -0.76  0.09
## 325               |  1.44 | -0.23  0.00  0.03 |  0.74  0.07  0.26 | -0.98  0.15
## 326               |  2.34 | -1.72  0.11  0.54 |  0.90  0.10  0.15 | -0.43  0.03
## 327               |  2.31 | -1.90  0.13  0.68 |  0.87  0.09  0.14 | -0.30  0.01
## 328               |  1.95 | -1.14  0.05  0.34 |  0.97  0.11  0.25 | -1.09  0.18
## 329               |  2.16 | -1.70  0.11  0.62 |  0.90  0.10  0.17 | -0.46  0.03
## 330               |  2.39 | -1.53  0.08  0.41 |  0.34  0.01  0.02 | -1.42  0.31
## 331               |  3.19 |  1.32  0.06  0.17 |  0.60  0.04  0.03 | -1.73  0.46
## 332               |  2.24 | -1.57  0.09  0.49 | -0.79  0.07  0.12 | -1.04  0.17
## 333               |  2.83 | -2.32  0.20  0.67 | -0.54  0.03  0.04 | -1.26  0.24
## 334               |  2.69 | -2.02  0.15  0.57 | -0.50  0.03  0.03 | -1.61  0.40
## 335               |  2.95 | -1.84  0.12  0.39 | -0.47  0.03  0.03 | -1.77  0.48
## 336               |  1.51 | -0.49  0.01  0.11 |  0.71  0.06  0.22 | -0.78  0.09
## 337               |  1.80 | -1.27  0.06  0.49 |  0.02  0.00  0.00 | -0.65  0.06
## 338               |  2.16 | -1.76  0.11  0.66 |  0.89  0.09  0.17 | -0.39  0.02
## 339               |  3.11 | -2.89  0.30  0.86 | -0.61  0.04  0.04 | -0.73  0.08
## 340               |  1.85 | -1.19  0.05  0.42 |  0.03  0.00  0.00 | -0.74  0.08
## 341               |  2.49 | -1.92  0.13  0.59 | -0.84  0.08  0.11 | -0.67  0.07
## 342               |  1.37 | -0.80  0.02  0.34 |  0.67  0.05  0.24 | -0.44  0.03
## 343               |  2.04 | -1.13  0.05  0.31 |  0.98  0.11  0.23 | -1.10  0.19
## 344               |  1.45 | -0.32  0.00  0.05 |  0.73  0.06  0.25 | -0.93  0.13
## 345               |  2.43 | -2.06  0.16  0.72 | -0.86  0.09  0.12 | -0.52  0.04
## 346               |  2.70 | -2.12  0.16  0.62 | -0.51  0.03  0.04 | -1.50  0.34
## 347               |  2.00 | -1.39  0.07  0.48 |  0.94  0.11  0.22 | -0.84  0.11
## 348               |  2.04 | -1.56  0.09  0.59 |  0.92  0.10  0.20 | -0.63  0.06
## 349               |  4.42 |  4.00  0.58  0.82 |  0.84  0.08  0.04 | -0.86  0.11
## 350               |  2.98 | -2.70  0.27  0.82 | -0.59  0.04  0.04 | -0.86  0.11
## 351               |  0.42 | -0.04  0.00  0.01 |  0.04  0.00  0.01 | -0.11  0.00
## 352               |  2.93 |  2.79  0.28  0.91 |  0.68  0.06  0.05 |  0.49  0.04
## 353               |  2.36 |  1.85  0.13  0.61 | -0.80  0.08  0.11 | -0.12  0.00
## 354               |  2.33 |  2.07  0.16  0.79 | -0.77  0.07  0.11 | -0.30  0.01
## 355               |  2.76 | -0.48  0.01  0.03 | -2.46  0.72  0.80 |  1.03  0.16
## 356               |  2.06 |  0.23  0.00  0.01 | -1.02  0.12  0.24 |  1.74  0.46
## 357               |  1.69 |  1.14  0.05  0.45 | -0.89  0.09  0.28 |  0.79  0.09
## 358               |  1.80 |  1.46  0.08  0.66 | -0.85  0.09  0.22 |  0.43  0.03
## 359               |  1.72 |  1.29  0.06  0.57 | -0.87  0.09  0.26 |  0.59  0.05
## 360               |  1.70 |  1.00  0.04  0.34 | -0.91  0.10  0.29 |  0.95  0.14
## 361               |  1.67 |  1.03  0.04  0.38 | -0.91  0.10  0.30 |  0.90  0.12
## 362               |  1.99 |  1.52  0.08  0.58 | -0.84  0.08  0.18 |  0.32  0.02
## 363               |  2.75 |  2.54  0.24  0.85 |  0.65  0.05  0.06 |  0.75  0.08
## 364               |  2.46 |  1.88  0.13  0.59 |  0.56  0.04  0.05 |  1.45  0.32
## 365               |  1.85 |  0.61  0.01  0.11 | -0.96  0.11  0.27 |  1.38  0.29
## 366               |  2.20 |  1.00  0.04  0.21 | -1.68  0.34  0.58 |  0.13  0.00
## 367               |  2.69 |  2.33  0.20  0.75 |  0.62  0.05  0.05 |  1.03  0.16
## 368               |  2.57 |  2.23  0.18  0.76 |  0.61  0.04  0.06 |  1.05  0.17
## 369               |  3.74 |  3.48  0.44  0.86 |  0.77  0.07  0.04 | -0.36  0.02
## 370               |  2.78 | -2.12  0.16  0.58 | -0.51  0.03  0.03 | -1.59  0.39
## 371               |  2.23 |  1.16  0.05  0.27 | -1.66  0.33  0.56 |  0.01  0.00
## 372               |  2.10 | -0.85  0.03  0.16 | -1.23  0.18  0.34 |  0.62  0.06
## 373               |  3.41 |  3.27  0.39  0.92 |  0.75  0.07  0.05 | -0.08  0.00
## 374               |  2.86 |  2.69  0.26  0.89 |  0.67  0.05  0.05 |  0.55  0.05
## 375               |  2.58 | -2.06  0.15  0.64 |  0.08  0.00  0.00 | -0.78  0.09
## 376               |  2.46 |  1.78  0.12  0.52 |  0.54  0.04  0.05 |  1.56  0.37
## 377               |  2.14 |  0.77  0.02  0.13 | -1.71  0.35  0.64 |  0.44  0.03
## 378               |  2.62 |  0.35  0.00  0.02 | -2.35  0.66  0.81 |  0.05  0.00
## 379               |  3.04 | -1.99  0.14  0.43 | -0.62  0.05  0.04 |  1.21  0.22
## 380               |  2.48 |  1.47  0.08  0.35 |  0.50  0.03  0.04 |  1.92  0.56
## 381               |  2.51 |  1.37  0.07  0.30 |  0.49  0.03  0.04 |  2.00  0.61
## 382               |  3.11 | -2.16  0.17  0.48 | -1.23  0.18  0.15 |  0.64  0.06
## 383               |  2.06 |  0.55  0.01  0.07 | -1.40  0.23  0.46 |  0.20  0.01
## 384               |  2.11 |  0.37  0.00  0.03 | -1.42  0.24  0.45 |  0.38  0.02
## 385               |  2.40 |  1.43  0.07  0.35 | -1.62  0.31  0.46 | -0.34  0.02
## 386               |  2.10 | -0.62  0.01  0.09 | -1.78  0.38  0.72 | -0.47  0.03
## 387               |  2.39 | -0.01  0.00  0.00 | -1.82  0.39  0.58 |  1.29  0.25
## 388               |  2.11 |  0.77  0.02  0.13 | -1.71  0.35  0.66 |  0.45  0.03
## 389               |  2.13 |  0.87  0.03  0.17 | -1.70  0.34  0.63 |  0.29  0.01
## 390               |  2.63 | -0.27  0.00  0.01 | -1.85  0.41  0.50 |  1.53  0.36
## 391               |  2.11 |  0.80  0.02  0.14 | -1.71  0.35  0.65 |  0.38  0.02
## 392               |  3.20 | -3.04  0.34  0.90 | -0.63  0.05  0.04 | -0.52  0.04
## 393               |  2.59 | -0.16  0.00  0.00 | -2.42  0.69  0.87 |  0.69  0.07
## 394               |  2.12 |  0.54  0.01  0.06 | -1.75  0.36  0.68 |  0.66  0.07
## 395               |  2.61 |  2.28  0.19  0.76 |  0.61  0.04  0.05 |  1.02  0.16
## 396               |  2.15 |  0.99  0.04  0.21 | -1.68  0.34  0.61 |  0.22  0.01
## 397               |  2.17 |  0.38  0.01  0.03 | -1.77  0.37  0.66 |  0.84  0.11
## 398               |  3.55 |  3.23  0.38  0.83 |  0.74  0.06  0.04 | -0.09  0.00
## 399               |  2.62 | -1.62  0.10  0.38 | -0.57  0.04  0.05 |  0.82  0.10
## 400               |  2.17 |  0.48  0.01  0.05 | -1.75  0.36  0.65 |  0.76  0.09
## 401               |  2.23 |  0.97  0.03  0.19 | -1.69  0.34  0.57 |  0.19  0.01
## 402               |  2.27 |  1.30  0.06  0.33 | -1.64  0.32  0.53 | -0.15  0.00
## 403               |  2.54 |  1.63  0.10  0.41 | -1.60  0.30  0.40 | -0.56  0.05
## 404               |  2.50 |  1.27  0.06  0.26 | -0.94  0.11  0.14 | -1.71  0.45
## 405               |  2.30 |  1.22  0.05  0.28 |  1.17  0.16  0.26 |  0.62  0.06
## 406               |  2.51 |  1.86  0.13  0.55 |  1.26  0.19  0.25 | -0.05  0.00
## 407               |  3.42 |  2.80  0.29  0.67 |  1.38  0.23  0.16 | -1.09  0.18
## 408               |  2.44 |  0.11  0.00  0.00 | -0.75  0.07  0.09 | -1.48  0.33
## 409               |  2.82 | -1.82  0.12  0.42 | -0.47  0.03  0.03 | -1.85  0.52
## 410               |  3.39 | -0.52  0.01  0.02 | -0.29  0.01  0.01 | -3.21  1.57
## 411               |  2.91 | -1.73  0.11  0.35 | -0.46  0.02  0.02 | -1.88  0.54
## 412               |  2.35 |  1.13  0.05  0.23 | -0.96  0.11  0.17 | -1.55  0.37
## 413               |  2.90 | -2.08  0.16  0.52 | -0.50  0.03  0.03 | -1.53  0.36
## 414               |  3.18 |  0.28  0.00  0.01 | -1.30  0.20  0.17 | -2.56  1.00
## 415               |  3.12 | -0.89  0.03  0.08 | -0.34  0.01  0.01 | -2.93  1.31
## 416               |  2.47 | -1.99  0.14  0.65 |  0.09  0.00  0.00 | -0.87  0.12
## 417               |  1.96 |  0.67  0.02  0.12 | -1.02  0.12  0.27 | -1.03  0.16
## 418               |  2.42 | -1.31  0.06  0.29 | -1.13  0.15  0.22 | -1.27  0.25
## 419               |  2.55 | -1.55  0.09  0.37 | -1.16  0.16  0.21 | -0.99  0.15
## 420               |  2.54 | -1.58  0.09  0.39 | -1.17  0.16  0.21 | -0.96  0.14
## 421               |  2.41 | -1.05  0.04  0.19 | -1.10  0.14  0.21 | -1.56  0.37
## 422               |  2.52 | -1.64  0.10  0.42 | -1.18  0.16  0.22 | -0.92  0.13
## 423               |  2.51 | -1.08  0.04  0.18 | -1.10  0.14  0.19 | -1.50  0.34
## 424               |  2.57 | -0.57  0.01  0.05 | -1.03  0.13  0.16 | -2.08  0.66
## 425               |  2.40 | -1.28  0.06  0.28 | -1.13  0.15  0.22 | -1.36  0.28
## 426               |  2.19 |  0.99  0.04  0.20 | -0.98  0.11  0.20 | -1.39  0.30
## 427               |  3.47 |  2.21  0.18  0.41 | -1.52  0.27  0.19 | -1.32  0.27
## 428               |  4.30 |  2.90  0.31  0.46 | -1.43  0.24  0.11 | -2.10  0.67
## 429               |  3.91 |  2.37  0.21  0.37 | -1.50  0.27  0.15 | -1.56  0.37
## 430               |  3.32 | -0.30  0.00  0.01 | -1.73  0.35  0.27 | -1.35  0.28
## 431               |  5.08 |  4.37  0.70  0.74 |  0.89  0.09  0.03 | -1.45  0.32
## 432               |  3.89 |  2.02  0.15  0.27 | -1.19  0.17  0.09 | -2.26  0.78
## 433               |  2.45 |  0.26  0.00  0.01 | -2.01  0.48  0.67 | -0.93  0.13
## 434               |  4.38 |  2.55  0.24  0.34 | -1.12  0.15  0.07 | -2.81  1.20
## 435               |  3.81 |  3.28  0.39  0.74 |  1.10  0.14  0.08 | -1.21  0.23
## 436               |  4.43 |  3.65  0.49  0.68 |  1.15  0.16  0.07 | -1.64  0.41
## 437               |  3.89 |  1.76  0.11  0.20 | -1.80  0.39  0.21 | -2.65  1.08
## 438               |  2.72 |  1.34  0.07  0.24 | -1.28  0.19  0.22 | -1.41  0.30
## 439               |  2.30 |  1.26  0.06  0.30 | -1.29  0.20  0.32 | -1.17  0.21
## 440               |  2.67 | -0.51  0.01  0.04 | -0.65  0.05  0.06 | -2.22  0.76
## 441               |  2.77 | -1.81  0.12  0.43 | -0.47  0.03  0.03 | -1.93  0.57
## 442               |  1.83 | -0.60  0.01  0.11 | -1.20  0.17  0.43 |  0.35  0.02
## 443               |  3.32 |  3.05  0.34  0.85 |  0.72  0.06  0.05 |  0.21  0.01
## 444               |  2.59 |  0.47  0.01  0.03 | -2.33  0.65  0.81 |  0.00  0.00
## 445               |  3.13 |  3.00  0.33  0.92 |  0.71  0.06  0.05 |  0.24  0.01
## 446               |  3.16 |  3.05  0.34  0.93 |  0.72  0.06  0.05 |  0.20  0.01
## 447               |  2.90 | -0.65  0.02  0.05 | -2.49  0.73  0.73 |  1.20  0.22
## 448               |  2.99 | -0.68  0.02  0.05 | -2.49  0.74  0.69 |  1.21  0.22
## 449               |  3.13 | -0.83  0.02  0.07 | -2.51  0.75  0.64 |  1.41  0.30
## 450               |  2.81 | -0.28  0.00  0.01 | -2.44  0.70  0.75 |  0.79  0.10
## 451               |  2.76 | -0.30  0.00  0.01 | -2.44  0.71  0.78 |  0.79  0.10
## 452               |  2.85 | -0.46  0.01  0.03 | -2.46  0.72  0.75 |  1.02  0.16
## 453               |  2.74 | -0.40  0.01  0.02 | -2.45  0.71  0.80 |  0.93  0.13
## 454               |  2.90 | -0.53  0.01  0.03 | -2.47  0.72  0.73 |  1.12  0.19
## 455               |  2.96 | -0.50  0.01  0.03 | -2.47  0.72  0.69 |  1.07  0.18
## 456               |  2.76 | -0.29  0.00  0.01 | -2.44  0.70  0.78 |  0.83  0.11
## 457               |  2.99 | -0.26  0.00  0.01 | -2.43  0.70  0.66 |  0.86  0.11
## 458               |  2.91 | -0.52  0.01  0.03 | -2.47  0.72  0.72 |  1.03  0.16
## 459               |  2.85 | -0.52  0.01  0.03 | -2.47  0.72  0.75 |  1.02  0.16
## 460               |  2.96 | -0.46  0.01  0.02 | -2.46  0.72  0.69 |  1.06  0.17
## 461               |  2.55 | -0.07  0.00  0.00 | -2.41  0.69  0.89 |  0.57  0.05
## 462               |  3.76 |  2.18  0.17  0.34 | -2.10  0.52  0.31 | -1.91  0.56
## 463               |  3.34 |  1.77  0.11  0.28 | -2.16  0.55  0.42 | -1.49  0.34
## 464               |  3.32 |  2.41  0.21  0.53 | -1.49  0.26  0.20 | -1.33  0.27
## 465               |  3.52 |  3.38  0.42  0.92 |  0.76  0.07  0.05 | -0.15  0.00
## 466               |  3.21 |  0.05  0.00  0.00 | -2.39  0.68  0.55 |  0.57  0.05
## 467               |  2.94 |  0.10  0.00  0.00 | -2.39  0.68  0.66 |  0.46  0.03
## 468               |  3.91 |  3.74  0.51  0.91 |  0.81  0.08  0.04 | -0.52  0.04
## 469               |  3.44 |  3.21  0.38  0.87 |  0.74  0.06  0.05 |  0.12  0.00
## 470               |  2.80 |  2.63  0.25  0.88 |  0.66  0.05  0.06 |  0.67  0.07
## 471               |  3.20 |  2.28  0.19  0.51 | -1.51  0.27  0.22 | -1.19  0.22
## 472               |  3.53 |  3.38  0.42  0.92 |  0.76  0.07  0.05 | -0.18  0.00
## 473               |  4.22 |  3.96  0.57  0.88 |  0.84  0.08  0.04 | -0.73  0.08
## 474               |  2.19 |  0.38  0.01  0.03 | -1.77  0.37  0.65 |  0.87  0.11
## 475               |  2.54 |  0.17  0.00  0.00 | -2.38  0.67  0.88 |  0.28  0.01
## 476               |  5.17 |  4.04  0.60  0.61 | -0.69  0.06  0.02 | -2.47  0.93
## 477               |  3.88 |  3.70  0.50  0.91 |  0.80  0.08  0.04 | -0.54  0.05
## 478               |  3.35 |  3.24  0.38  0.94 |  0.74  0.07  0.05 | -0.03  0.00
## 479               |  2.65 |  0.53  0.01  0.04 | -2.33  0.64  0.77 | -0.01  0.00
## 480               |  2.65 |  1.75  0.11  0.44 | -1.58  0.30  0.36 | -0.60  0.05
## 481               |  2.61 |  1.10  0.04  0.18 | -1.67  0.33  0.41 |  0.01  0.00
## 482               |  2.66 | -1.07  0.04  0.16 | -2.19  0.57  0.68 |  0.55  0.05
## 483               |  2.52 | -0.90  0.03  0.13 | -2.16  0.56  0.74 |  0.38  0.02
## 484               |  2.81 | -1.26  0.06  0.20 | -2.21  0.58  0.62 |  0.77  0.09
## 485               |  2.68 | -1.11  0.05  0.17 | -2.19  0.57  0.67 |  0.64  0.06
## 486               |  3.08 |  1.70  0.11  0.31 |  1.59  0.30  0.27 | -0.99  0.15
## 487               |  2.73 |  0.48  0.01  0.03 |  1.43  0.24  0.27 |  0.35  0.02
## 488               |  2.25 | -1.40  0.07  0.39 | -0.77  0.07  0.12 | -1.29  0.26
## 489               |  3.36 |  2.19  0.17  0.42 |  1.31  0.20  0.15 | -1.05  0.17
## 490               |  2.71 | -1.99  0.14  0.54 | -0.49  0.03  0.03 | -1.63  0.41
## 491               |  2.78 |  1.85  0.12  0.44 | -1.57  0.29  0.32 | -0.83  0.10
## 492               |  3.05 | -1.02  0.04  0.11 | -0.36  0.02  0.01 | -2.74  1.15
## 493               |  2.63 |  0.28  0.00  0.01 | -2.36  0.66  0.81 |  0.13  0.00
## 494               |  2.58 |  1.68  0.10  0.42 |  0.53  0.03  0.04 |  1.69  0.44
## 495               |  2.65 |  1.11  0.04  0.17 |  0.45  0.02  0.03 |  2.31  0.81
## 496               |  3.47 |  2.94  0.32  0.72 |  1.06  0.13  0.09 | -0.80  0.10
## 497               |  2.51 |  1.81  0.12  0.52 |  0.90  0.10  0.13 |  0.43  0.03
## 498               |  3.79 |  3.34  0.41  0.78 |  1.11  0.15  0.09 | -1.21  0.22
## 499               |  2.41 | -1.88  0.13  0.61 |  0.10  0.00  0.00 | -1.03  0.16
## 500               |  2.42 | -1.27  0.06  0.27 | -1.13  0.15  0.22 | -1.37  0.29
## 501               |  2.71 |  1.05  0.04  0.15 |  1.89  0.42  0.49 | -0.84  0.11
## 502               |  1.75 |  0.19  0.00  0.01 | -0.70  0.06  0.16 | -1.13  0.19
## 503               |  2.43 |  1.70  0.11  0.49 |  1.62  0.31  0.44 | -0.53  0.04
## 504               |  3.21 |  0.64  0.01  0.04 | -1.60  0.30  0.25 | -2.34  0.84
## 505               |  3.39 |  1.61  0.09  0.23 | -1.83  0.40  0.29 | -1.78  0.48
## 506               |  2.70 |  0.70  0.02  0.07 | -1.96  0.45  0.52 | -0.89  0.12
## 507               |  2.89 | -1.18  0.05  0.17 | -0.38  0.02  0.02 | -2.59  1.02
## 508               |  3.00 |  0.41  0.01  0.02 |  1.95  0.45  0.42 | -2.02  0.62
## 509               |  3.15 |  0.63  0.01  0.04 |  2.56  0.78  0.66 | -1.53  0.36
## 510               |  2.99 |  0.38  0.01  0.02 |  2.53  0.76  0.72 | -1.29  0.25
## 511               |  1.97 |  0.69  0.02  0.12 | -1.02  0.12  0.27 | -1.04  0.17
## 512               |  1.80 |  0.56  0.01  0.10 | -1.04  0.13  0.34 | -0.94  0.14
## 513               |  2.87 |  2.30  0.19  0.65 |  0.97  0.11  0.11 | -0.03  0.00
## 514               |  2.12 |  0.79  0.02  0.14 |  1.11  0.15  0.28 |  1.08  0.18
## 515               |  2.93 |  2.29  0.19  0.61 |  1.31  0.21  0.20 | -0.60  0.06
## 516               |  2.54 |  2.00  0.15  0.62 |  1.28  0.19  0.25 | -0.26  0.01
## 517               |  3.34 |  2.64  0.25  0.63 |  1.36  0.22  0.17 | -0.94  0.13
## 518               |  2.49 |  0.41  0.01  0.03 | -1.64  0.32  0.44 | -1.47  0.33
## 519               |  1.75 |  0.50  0.01  0.08 | -1.05  0.13  0.36 | -0.87  0.11
## 520               |  2.43 |  0.13  0.00  0.00 | -0.74  0.07  0.09 | -1.60  0.39
## 521               |  2.77 |  2.20  0.18  0.63 |  1.30  0.20  0.22 | -0.51  0.04
## 522               |  2.88 |  0.20  0.00  0.00 |  2.51  0.75  0.76 | -1.01  0.16
## 523               |  2.44 | -1.14  0.05  0.22 |  0.20  0.00  0.01 | -1.81  0.50
## 524               |  2.93 | -2.60  0.25  0.79 | -0.57  0.04  0.04 | -1.04  0.16
## 525               |  2.94 | -2.63  0.25  0.80 | -0.58  0.04  0.04 | -0.98  0.15
## 526               |  2.92 | -1.42  0.07  0.24 | -0.41  0.02  0.02 | -2.30  0.81
## 527               |  3.50 |  1.75  0.11  0.25 |  2.36  0.66  0.45 | -1.69  0.43
## 528               |  2.63 |  0.97  0.03  0.14 |  2.26  0.60  0.74 | -0.80  0.10
## 529               |  2.50 |  0.80  0.02  0.10 |  2.23  0.59  0.80 | -0.61  0.06
## 530               |  2.47 |  0.73  0.02  0.09 |  2.22  0.59  0.81 | -0.53  0.04
## 531               |  2.68 |  0.94  0.03  0.12 |  2.25  0.60  0.71 | -0.83  0.11
## 532               |  2.27 | -0.13  0.00  0.00 |  2.11  0.53  0.86 |  0.43  0.03
## 533               |  3.39 |  1.62  0.10  0.23 |  2.34  0.65  0.48 | -1.52  0.35
## 534               |  3.04 |  1.32  0.06  0.19 |  2.30  0.63  0.57 | -1.16  0.21
## 535               |  3.96 |  3.82  0.53  0.93 |  0.09  0.00  0.00 |  0.41  0.03
## 536               |  2.93 | -2.64  0.25  0.81 | -0.58  0.04  0.04 | -0.97  0.14
## 537               |  5.23 |  5.07  0.94  0.94 |  0.26  0.01  0.00 | -0.95  0.14
## 538               |  4.90 |  4.78  0.83  0.95 |  0.22  0.01  0.00 | -0.68  0.07
## 539               |  3.68 |  3.44  0.43  0.87 |  0.04  0.00  0.00 |  0.86  0.11
## 540               |  3.61 |  0.92  0.03  0.07 | -3.01  1.07  0.69 |  0.40  0.02
## 541               |  4.46 |  4.39  0.70  0.97 |  0.17  0.00  0.00 | -0.12  0.00
## 542               |  5.06 |  4.96  0.90  0.96 |  0.24  0.01  0.00 | -0.74  0.08
## 543               |  3.36 |  1.99  0.14  0.35 | -0.16  0.00  0.00 |  2.46  0.92
## 544               |  3.29 |  2.17  0.17  0.43 | -0.14  0.00  0.00 |  2.28  0.79
## 545               |  3.56 |  1.68  0.10  0.22 | -0.20  0.00  0.00 |  2.80  1.20
## 546               |  4.73 |  4.57  0.76  0.93 |  0.19  0.00  0.00 | -0.46  0.03
## 547               |  6.02 |  5.47  1.09  0.83 |  0.31  0.01  0.00 | -1.58  0.38
## 548               |  5.33 |  5.07  0.94  0.90 |  0.26  0.01  0.00 | -1.04  0.17
## 549               |  3.32 |  2.44  0.22  0.54 | -0.10  0.00  0.00 |  1.98  0.60
## 550               |  3.03 | -2.28  0.19  0.57 | -0.53  0.03  0.03 | -1.32  0.27
## 551               |  4.31 |  4.08  0.61  0.90 |  0.12  0.00  0.00 |  0.31  0.01
## 552               |  4.02 |  3.83  0.54  0.91 |  0.09  0.00  0.00 |  0.52  0.04
## 553               |  4.14 |  4.05  0.60  0.96 |  0.12  0.00  0.00 |  0.26  0.01
## 554               |  4.12 |  4.01  0.59  0.95 |  0.11  0.00  0.00 |  0.30  0.01
## 555               |  4.23 |  4.17  0.63  0.97 |  0.14  0.00  0.00 |  0.12  0.00
## 556               |  3.81 |  3.44  0.43  0.81 |  0.04  0.00  0.00 |  0.92  0.13
## 557               |  3.85 |  2.07  0.16  0.29 | -2.85  0.96  0.55 | -0.56  0.05
## 558               |  2.99 | -0.20  0.00  0.00 | -0.61  0.04  0.04 | -2.47  0.93
## 559               |  3.45 |  3.21  0.38  0.86 |  0.01  0.00  0.00 |  1.12  0.19
## 560               |  3.99 |  3.70  0.50  0.86 | -0.27  0.01  0.00 |  1.11  0.19
## 561               |  3.72 |  0.94  0.03  0.06 | -3.35  1.33  0.81 |  1.11  0.19
## 562               |  4.94 |  4.88  0.87  0.98 | -0.11  0.00  0.00 | -0.18  0.00
## 563               |  4.06 |  3.33  0.40  0.67 | -0.32  0.01  0.01 |  1.57  0.38
## 564               |  4.75 |  3.87  0.55  0.66 | -1.79  0.38  0.14 | -0.39  0.02
## 565               |  4.19 |  3.27  0.39  0.61 | -1.87  0.42  0.20 |  0.18  0.00
## 566               |  4.07 |  2.91  0.31  0.51 | -1.92  0.44  0.22 |  0.55  0.05
## 567               |  4.20 |  3.72  0.50  0.78 | -0.27  0.01  0.00 |  1.18  0.21
## 568               |  3.79 |  3.16  0.36  0.70 | -0.35  0.01  0.01 |  1.74  0.46
## 569               |  4.54 |  4.43  0.72  0.95 | -0.18  0.00  0.00 |  0.37  0.02
## 570               |  4.25 |  3.98  0.58  0.88 | -0.24  0.01  0.00 |  0.85  0.11
## 571               |  3.83 |  2.76  0.28  0.52 | -0.40  0.02  0.01 |  2.18  0.73
## 572               |  4.20 |  2.72  0.27  0.42 | -0.41  0.02  0.01 |  2.24  0.76
## 573               |  4.06 |  3.20  0.37  0.62 | -0.34  0.01  0.01 |  1.72  0.45
## 574               |  2.96 | -2.67  0.26  0.82 | -0.58  0.04  0.04 | -0.88  0.12
## 575               |  4.11 |  2.94  0.32  0.51 | -0.38  0.02  0.01 |  1.99  0.61
## 576               |  4.18 |  3.91  0.56  0.87 | -0.25  0.01  0.00 |  0.92  0.13
## 577               |  3.97 |  3.46  0.44  0.76 | -0.31  0.01  0.01 |  1.43  0.31
## 578               |  3.98 |  3.58  0.47  0.81 | -0.29  0.01  0.01 |  1.27  0.25
## 579               |  4.10 |  3.83  0.53  0.87 | -0.26  0.01  0.00 |  1.03  0.16
## 580               |  3.60 |  2.26  0.19  0.39 | -2.59  0.80  0.52 |  0.49  0.04
## 581               |  4.17 |  3.20  0.37  0.59 | -2.46  0.72  0.35 | -0.53  0.04
## 582               |  4.23 |  2.58  0.24  0.37 | -3.13  1.16  0.55 | -0.72  0.08
## 583               |  4.28 |  2.38  0.21  0.31 | -3.15  1.18  0.54 | -0.48  0.03
## 584               |  5.12 |  5.01  0.92  0.96 | -0.10  0.00  0.00 | -0.28  0.01
## 585               |  3.79 |  3.07  0.34  0.66 | -0.36  0.02  0.01 |  1.77  0.48
## 586               |  4.40 |  4.24  0.66  0.93 | -0.20  0.00  0.00 |  0.57  0.05
## 587               |  5.20 |  5.13  0.96  0.97 | -0.08  0.00  0.00 | -0.44  0.03
## 588               |  5.95 |  5.74  1.20  0.93 |  0.00  0.00  0.00 | -1.15  0.20
## 589               |  6.51 |  6.23  1.41  0.91 |  0.07  0.00  0.00 | -1.70  0.44
## 590               |  7.22 |  6.61  1.60  0.84 |  0.12  0.00  0.00 | -2.25  0.77
## 591               |  3.83 |  0.60  0.01  0.02 | -3.40  1.37  0.79 |  1.46  0.32
## 592               |  3.39 |  2.14  0.17  0.40 | -0.10  0.00  0.00 |  2.27  0.78
## 593               |  3.54 |  2.71  0.27  0.59 | -0.02  0.00  0.00 |  1.58  0.38
## 594               |  3.14 |  2.81  0.29  0.80 |  0.34  0.01  0.01 |  0.97  0.14
## 595               |  2.97 |  2.56  0.24  0.74 |  0.30  0.01  0.01 |  1.26  0.24
## 596               |  2.91 |  2.40  0.21  0.68 |  0.28  0.01  0.01 |  1.46  0.33
## 597               |  3.16 |  2.85  0.30  0.81 |  0.34  0.01  0.01 |  0.93  0.13
## 598               |  3.15 |  2.67  0.26  0.72 |  0.32  0.01  0.01 |  1.11  0.19
## 599               |  3.11 |  2.90  0.31  0.87 |  0.35  0.01  0.01 |  0.88  0.12
## 600               |  2.89 |  2.37  0.20  0.67 |  0.28  0.01  0.01 |  1.51  0.35
## 601               |  2.99 |  2.24  0.18  0.56 |  0.26  0.01  0.01 |  1.59  0.39
## 602               |  2.88 |  2.37  0.20  0.67 |  0.28  0.01  0.01 |  1.47  0.33
## 603               |  3.12 |  2.78  0.28  0.79 |  0.33  0.01  0.01 |  1.00  0.15
## 604               |  3.01 |  0.10  0.00  0.00 | -2.73  0.88  0.82 |  0.93  0.13
## 605               |  3.17 | -0.30  0.00  0.01 | -2.79  0.92  0.77 |  1.37  0.28
## 606               |  2.91 |  1.08  0.04  0.14 | -2.60  0.80  0.80 | -0.18  0.00
## 607               |  3.00 |  2.71  0.27  0.82 |  0.32  0.01  0.01 |  1.09  0.18
## 608               |  2.91 |  2.25  0.19  0.60 |  0.26  0.01  0.01 |  1.61  0.39
## 609               |  2.12 |  0.59  0.01  0.08 | -1.74  0.36  0.67 |  0.63  0.06
## 610               |  2.80 |  0.25  0.00  0.01 | -2.13  0.54  0.58 |  1.50  0.34
## 611               |  2.08 | -0.66  0.02  0.10 | -1.79  0.38  0.73 | -0.35  0.02
## 612               |  2.09 | -0.62  0.01  0.09 | -1.78  0.38  0.73 | -0.39  0.02
## 613               |  3.55 |  0.38  0.01  0.01 | -2.49  0.74  0.49 |  1.43  0.31
## 614               |  4.61 |  3.63  0.48  0.62 | -2.41  0.69  0.27 | -0.96  0.14
## 615               | 12.05 | 10.23  3.82  0.72 |  0.61  0.04  0.00 | -5.93  5.37
## 616               |  8.08 |  6.77  1.67  0.70 |  0.50  0.03  0.00 | -2.99  1.37
## 617               |  2.85 |  1.94  0.14  0.46 |  0.22  0.01  0.01 |  1.98  0.60
## 618               |  2.83 |  1.95  0.14  0.48 |  0.22  0.01  0.01 |  1.94  0.57
## 619               |  3.26 |  2.87  0.30  0.78 |  0.35  0.01  0.01 |  0.97  0.14
## 620               |  2.84 |  2.18  0.17  0.59 |  0.25  0.01  0.01 |  1.71  0.45
## 621               |  2.95 |  0.76  0.02  0.07 | -2.64  0.83  0.80 |  0.24  0.01
## 622               |  3.02 |  2.62  0.25  0.76 |  0.31  0.01  0.01 |  1.24  0.23
## 623               |  3.20 |  3.02  0.33  0.89 |  0.37  0.02  0.01 |  0.79  0.09
## 624               |  3.35 |  3.16  0.36  0.89 |  0.39  0.02  0.01 |  0.67  0.07
## 625               |  3.26 |  3.13  0.36  0.92 |  0.38  0.02  0.01 |  0.65  0.07
## 626               |  3.50 |  3.37  0.41  0.93 |  0.41  0.02  0.01 |  0.43  0.03
## 627               |  3.48 |  3.34  0.41  0.92 |  0.41  0.02  0.01 |  0.46  0.03
## 628               |  2.70 |  0.54  0.01  0.04 |  0.72  0.06  0.07 |  2.41  0.89
## 629               |  3.41 |  2.61  0.25  0.59 | -1.23  0.18  0.13 | -0.21  0.01
## 630               |  3.14 |  2.36  0.20  0.57 | -1.26  0.19  0.16 |  0.02  0.00
## 631               |  4.18 |  3.38  0.42  0.66 | -1.13  0.15  0.07 | -1.00  0.15
##                    cos2  
## 1                  0.00 |
## 2                  0.09 |
## 3                  0.01 |
## 4                  0.12 |
## 5                  0.08 |
## 6                  0.07 |
## 7                  0.05 |
## 8                  0.05 |
## 9                  0.08 |
## 10                 0.01 |
## 11                 0.03 |
## 12                 0.00 |
## 13                 0.00 |
## 14                 0.00 |
## 15                 0.00 |
## 16                 0.08 |
## 17                 0.03 |
## 18                 0.01 |
## 19                 0.00 |
## 20                 0.00 |
## 21                 0.00 |
## 22                 0.01 |
## 23                 0.03 |
## 24                 0.01 |
## 25                 0.02 |
## 26                 0.04 |
## 27                 0.63 |
## 28                 0.54 |
## 29                 0.37 |
## 30                 0.20 |
## 31                 0.13 |
## 32                 0.27 |
## 33                 0.10 |
## 34                 0.02 |
## 35                 0.04 |
## 36                 0.07 |
## 37                 0.00 |
## 38                 0.01 |
## 39                 0.04 |
## 40                 0.06 |
## 41                 0.08 |
## 42                 0.00 |
## 43                 0.03 |
## 44                 0.10 |
## 45                 0.13 |
## 46                 0.02 |
## 47                 0.00 |
## 48                 0.07 |
## 49                 0.01 |
## 50                 0.04 |
## 51                 0.18 |
## 52                 0.00 |
## 53                 0.02 |
## 54                 0.09 |
## 55                 0.24 |
## 56                 0.00 |
## 57                 0.05 |
## 58                 0.17 |
## 59                 0.07 |
## 60                 0.08 |
## 61                 0.02 |
## 62                 0.01 |
## 63                 0.03 |
## 64                 0.16 |
## 65                 0.13 |
## 66                 0.14 |
## 67                 0.05 |
## 68                 0.04 |
## 69                 0.10 |
## 70                 0.11 |
## 71                 0.12 |
## 72                 0.13 |
## 73                 0.09 |
## 74                 0.06 |
## 75                 0.06 |
## 76                 0.02 |
## 77                 0.05 |
## 78                 0.06 |
## 79                 0.07 |
## 80                 0.12 |
## 81                 0.06 |
## 82                 0.04 |
## 83                 0.01 |
## 84                 0.01 |
## 85                 0.06 |
## 86                 0.01 |
## 87                 0.11 |
## 88                 0.21 |
## 89                 0.25 |
## 90                 0.22 |
## 91                 0.40 |
## 92                 0.04 |
## 93                 0.01 |
## 94                 0.14 |
## 95                 0.05 |
## 96                 0.02 |
## 97                 0.06 |
## 98                 0.03 |
## 99                 0.17 |
## 100                0.00 |
## 101                0.02 |
## 102                0.01 |
## 103                0.08 |
## 104                0.12 |
## 105                0.18 |
## 106                0.00 |
## 107                0.01 |
## 108                0.03 |
## 109                0.02 |
## 110                0.03 |
## 111                0.04 |
## 112                0.01 |
## 113                0.00 |
## 114                0.00 |
## 115                0.01 |
## 116                0.01 |
## 117                0.01 |
## 118                0.04 |
## 119                0.04 |
## 120                0.05 |
## 121                0.08 |
## 122                0.06 |
## 123                0.02 |
## 124                0.01 |
## 125                0.02 |
## 126                0.22 |
## 127                0.04 |
## 128                0.02 |
## 129                0.05 |
## 130                0.05 |
## 131                0.04 |
## 132                0.01 |
## 133                0.02 |
## 134                0.01 |
## 135                0.01 |
## 136                0.01 |
## 137                0.01 |
## 138                0.01 |
## 139                0.00 |
## 140                0.02 |
## 141                0.00 |
## 142                0.01 |
## 143                0.01 |
## 144                0.01 |
## 145                0.04 |
## 146                0.05 |
## 147                0.04 |
## 148                0.01 |
## 149                0.01 |
## 150                0.00 |
## 151                0.00 |
## 152                0.00 |
## 153                0.27 |
## 154                0.45 |
## 155                0.43 |
## 156                0.30 |
## 157                0.32 |
## 158                0.01 |
## 159                0.02 |
## 160                0.00 |
## 161                0.00 |
## 162                0.00 |
## 163                0.00 |
## 164                0.01 |
## 165                0.02 |
## 166                0.03 |
## 167                0.02 |
## 168                0.02 |
## 169                0.00 |
## 170                0.01 |
## 171                0.02 |
## 172                0.00 |
## 173                0.03 |
## 174                0.05 |
## 175                0.01 |
## 176                0.00 |
## 177                0.06 |
## 178                0.06 |
## 179                0.39 |
## 180                0.23 |
## 181                0.25 |
## 182                0.07 |
## 183                0.00 |
## 184                0.32 |
## 185                0.00 |
## 186                0.00 |
## 187                0.01 |
## 188                0.12 |
## 189                0.03 |
## 190                0.00 |
## 191                0.05 |
## 192                0.03 |
## 193                0.00 |
## 194                0.08 |
## 195                0.00 |
## 196                0.23 |
## 197                0.04 |
## 198                0.16 |
## 199                0.10 |
## 200                0.00 |
## 201                0.00 |
## 202                0.00 |
## 203                0.13 |
## 204                0.19 |
## 205                0.18 |
## 206                0.16 |
## 207                0.11 |
## 208                0.18 |
## 209                0.03 |
## 210                0.17 |
## 211                0.00 |
## 212                0.01 |
## 213                0.19 |
## 214                0.03 |
## 215                0.03 |
## 216                0.02 |
## 217                0.03 |
## 218                0.01 |
## 219                0.12 |
## 220                0.22 |
## 221                0.11 |
## 222                0.24 |
## 223                0.01 |
## 224                0.31 |
## 225                0.14 |
## 226                0.02 |
## 227                0.30 |
## 228                0.02 |
## 229                0.02 |
## 230                0.00 |
## 231                0.44 |
## 232                0.34 |
## 233                0.06 |
## 234                0.06 |
## 235                0.07 |
## 236                0.05 |
## 237                0.08 |
## 238                0.09 |
## 239                0.04 |
## 240                0.05 |
## 241                0.06 |
## 242                0.00 |
## 243                0.00 |
## 244                0.00 |
## 245                0.10 |
## 246                0.13 |
## 247                0.09 |
## 248                0.17 |
## 249                0.20 |
## 250                0.15 |
## 251                0.23 |
## 252                0.18 |
## 253                0.07 |
## 254                0.00 |
## 255                0.01 |
## 256                0.06 |
## 257                0.03 |
## 258                0.03 |
## 259                0.00 |
## 260                0.00 |
## 261                0.02 |
## 262                0.55 |
## 263                0.56 |
## 264                0.81 |
## 265                0.83 |
## 266                0.10 |
## 267                0.06 |
## 268                0.02 |
## 269                0.79 |
## 270                0.80 |
## 271                0.01 |
## 272                0.17 |
## 273                0.05 |
## 274                0.05 |
## 275                0.31 |
## 276                0.20 |
## 277                0.16 |
## 278                0.23 |
## 279                0.13 |
## 280                0.06 |
## 281                0.00 |
## 282                0.16 |
## 283                0.00 |
## 284                0.00 |
## 285                0.07 |
## 286                0.10 |
## 287                0.02 |
## 288                0.00 |
## 289                0.00 |
## 290                0.03 |
## 291                0.13 |
## 292                0.10 |
## 293                0.13 |
## 294                0.04 |
## 295                0.00 |
## 296                0.03 |
## 297                0.05 |
## 298                0.01 |
## 299                0.10 |
## 300                0.01 |
## 301                0.08 |
## 302                0.09 |
## 303                0.43 |
## 304                0.24 |
## 305                0.14 |
## 306                0.09 |
## 307                0.00 |
## 308                0.01 |
## 309                0.03 |
## 310                0.20 |
## 311                0.17 |
## 312                0.06 |
## 313                0.00 |
## 314                0.11 |
## 315                0.13 |
## 316                0.08 |
## 317                0.08 |
## 318                0.07 |
## 319                0.19 |
## 320                0.06 |
## 321                0.07 |
## 322                0.15 |
## 323                0.09 |
## 324                0.11 |
## 325                0.46 |
## 326                0.03 |
## 327                0.02 |
## 328                0.31 |
## 329                0.04 |
## 330                0.35 |
## 331                0.29 |
## 332                0.22 |
## 333                0.20 |
## 334                0.36 |
## 335                0.36 |
## 336                0.27 |
## 337                0.13 |
## 338                0.03 |
## 339                0.05 |
## 340                0.16 |
## 341                0.07 |
## 342                0.10 |
## 343                0.29 |
## 344                0.41 |
## 345                0.05 |
## 346                0.31 |
## 347                0.18 |
## 348                0.09 |
## 349                0.04 |
## 350                0.08 |
## 351                0.06 |
## 352                0.03 |
## 353                0.00 |
## 354                0.02 |
## 355                0.14 |
## 356                0.71 |
## 357                0.22 |
## 358                0.06 |
## 359                0.12 |
## 360                0.31 |
## 361                0.29 |
## 362                0.03 |
## 363                0.07 |
## 364                0.35 |
## 365                0.55 |
## 366                0.00 |
## 367                0.15 |
## 368                0.17 |
## 369                0.01 |
## 370                0.33 |
## 371                0.00 |
## 372                0.09 |
## 373                0.00 |
## 374                0.04 |
## 375                0.09 |
## 376                0.40 |
## 377                0.04 |
## 378                0.00 |
## 379                0.16 |
## 380                0.60 |
## 381                0.63 |
## 382                0.04 |
## 383                0.01 |
## 384                0.03 |
## 385                0.02 |
## 386                0.05 |
## 387                0.29 |
## 388                0.05 |
## 389                0.02 |
## 390                0.34 |
## 391                0.03 |
## 392                0.03 |
## 393                0.07 |
## 394                0.10 |
## 395                0.15 |
## 396                0.01 |
## 397                0.15 |
## 398                0.00 |
## 399                0.10 |
## 400                0.12 |
## 401                0.01 |
## 402                0.00 |
## 403                0.05 |
## 404                0.47 |
## 405                0.07 |
## 406                0.00 |
## 407                0.10 |
## 408                0.37 |
## 409                0.43 |
## 410                0.90 |
## 411                0.42 |
## 412                0.43 |
## 413                0.28 |
## 414                0.65 |
## 415                0.88 |
## 416                0.12 |
## 417                0.28 |
## 418                0.28 |
## 419                0.15 |
## 420                0.14 |
## 421                0.42 |
## 422                0.13 |
## 423                0.36 |
## 424                0.66 |
## 425                0.32 |
## 426                0.40 |
## 427                0.15 |
## 428                0.24 |
## 429                0.16 |
## 430                0.16 |
## 431                0.08 |
## 432                0.34 |
## 433                0.14 |
## 434                0.41 |
## 435                0.10 |
## 436                0.14 |
## 437                0.46 |
## 438                0.27 |
## 439                0.26 |
## 440                0.69 |
## 441                0.48 |
## 442                0.04 |
## 443                0.00 |
## 444                0.00 |
## 445                0.01 |
## 446                0.00 |
## 447                0.17 |
## 448                0.16 |
## 449                0.20 |
## 450                0.08 |
## 451                0.08 |
## 452                0.13 |
## 453                0.12 |
## 454                0.15 |
## 455                0.13 |
## 456                0.09 |
## 457                0.08 |
## 458                0.13 |
## 459                0.13 |
## 460                0.13 |
## 461                0.05 |
## 462                0.26 |
## 463                0.20 |
## 464                0.16 |
## 465                0.00 |
## 466                0.03 |
## 467                0.02 |
## 468                0.02 |
## 469                0.00 |
## 470                0.06 |
## 471                0.14 |
## 472                0.00 |
## 473                0.03 |
## 474                0.16 |
## 475                0.01 |
## 476                0.23 |
## 477                0.02 |
## 478                0.00 |
## 479                0.00 |
## 480                0.05 |
## 481                0.00 |
## 482                0.04 |
## 483                0.02 |
## 484                0.08 |
## 485                0.06 |
## 486                0.10 |
## 487                0.02 |
## 488                0.33 |
## 489                0.10 |
## 490                0.36 |
## 491                0.09 |
## 492                0.81 |
## 493                0.00 |
## 494                0.43 |
## 495                0.76 |
## 496                0.05 |
## 497                0.03 |
## 498                0.10 |
## 499                0.18 |
## 500                0.32 |
## 501                0.10 |
## 502                0.41 |
## 503                0.05 |
## 504                0.53 |
## 505                0.28 |
## 506                0.11 |
## 507                0.80 |
## 508                0.45 |
## 509                0.24 |
## 510                0.19 |
## 511                0.28 |
## 512                0.28 |
## 513                0.00 |
## 514                0.26 |
## 515                0.04 |
## 516                0.01 |
## 517                0.08 |
## 518                0.35 |
## 519                0.25 |
## 520                0.43 |
## 521                0.03 |
## 522                0.12 |
## 523                0.55 |
## 524                0.13 |
## 525                0.11 |
## 526                0.62 |
## 527                0.23 |
## 528                0.09 |
## 529                0.06 |
## 530                0.05 |
## 531                0.10 |
## 532                0.04 |
## 533                0.20 |
## 534                0.15 |
## 535                0.01 |
## 536                0.11 |
## 537                0.03 |
## 538                0.02 |
## 539                0.05 |
## 540                0.01 |
## 541                0.00 |
## 542                0.02 |
## 543                0.54 |
## 544                0.48 |
## 545                0.62 |
## 546                0.01 |
## 547                0.07 |
## 548                0.04 |
## 549                0.36 |
## 550                0.19 |
## 551                0.01 |
## 552                0.02 |
## 553                0.00 |
## 554                0.01 |
## 555                0.00 |
## 556                0.06 |
## 557                0.02 |
## 558                0.68 |
## 559                0.10 |
## 560                0.08 |
## 561                0.09 |
## 562                0.00 |
## 563                0.15 |
## 564                0.01 |
## 565                0.00 |
## 566                0.02 |
## 567                0.08 |
## 568                0.21 |
## 569                0.01 |
## 570                0.04 |
## 571                0.33 |
## 572                0.28 |
## 573                0.18 |
## 574                0.09 |
## 575                0.24 |
## 576                0.05 |
## 577                0.13 |
## 578                0.10 |
## 579                0.06 |
## 580                0.02 |
## 581                0.02 |
## 582                0.03 |
## 583                0.01 |
## 584                0.00 |
## 585                0.22 |
## 586                0.02 |
## 587                0.01 |
## 588                0.04 |
## 589                0.07 |
## 590                0.10 |
## 591                0.15 |
## 592                0.45 |
## 593                0.20 |
## 594                0.10 |
## 595                0.18 |
## 596                0.25 |
## 597                0.09 |
## 598                0.12 |
## 599                0.08 |
## 600                0.27 |
## 601                0.28 |
## 602                0.26 |
## 603                0.10 |
## 604                0.10 |
## 605                0.19 |
## 606                0.00 |
## 607                0.13 |
## 608                0.30 |
## 609                0.09 |
## 610                0.29 |
## 611                0.03 |
## 612                0.03 |
## 613                0.16 |
## 614                0.04 |
## 615                0.24 |
## 616                0.14 |
## 617                0.48 |
## 618                0.47 |
## 619                0.09 |
## 620                0.36 |
## 621                0.01 |
## 622                0.17 |
## 623                0.06 |
## 624                0.04 |
## 625                0.04 |
## 626                0.02 |
## 627                0.02 |
## 628                0.80 |
## 629                0.00 |
## 630                0.00 |
## 631                0.06 |
## 
## Variables
##                     Dim.1   ctr  cos2   Dim.2   ctr  cos2   Dim.3   ctr  cos2  
## DBH               |  0.77 13.78  0.60 |  0.06  0.25  0.00 | -0.51 24.58  0.26 |
## Crown diameter    |  0.83 15.75  0.68 |  0.06  0.29  0.00 | -0.38 13.85  0.14 |
## Total height      |  0.79 14.29  0.62 |  0.06  0.27  0.00 | -0.39 14.59  0.15 |
## Tree form         |  0.48  5.33  0.23 |  0.74 40.75  0.54 |  0.33 10.79  0.11 |
## Trunk quality     |  0.67 10.37  0.45 |  0.57 24.58  0.33 |  0.26  6.39  0.07 |
## Fruit production  |  0.81 15.02  0.65 | -0.44 14.52  0.19 |  0.24  5.70  0.06 |
## Fruit quality     |  0.80 14.89  0.65 | -0.44 14.39  0.19 |  0.22  4.61  0.05 |
## Foliage quality   |  0.68 10.57  0.46 | -0.26  4.95  0.07 |  0.45 19.48  0.20 |
## 
## Supplementary categories
##                      Dist   Dim.1  cos2 v.test   Dim.2  cos2 v.test   Dim.3
## CC Ignacio Tavara |  1.90 |  0.03  0.00   0.06 |  1.48  0.60   4.66 | -1.07
## Chanchape         |  1.81 |  0.95  0.28   3.14 | -1.44  0.64  -8.56 |  0.23
## Fundo Valdez      |  1.83 |  0.44  0.06   1.33 | -0.68  0.14  -3.75 | -1.56
## INIA              |  1.43 | -1.26  0.78  -5.83 |  0.60  0.17   4.98 |  0.26
## ISA REP           |  2.38 | -2.23  0.88  -5.56 | -0.13  0.00  -0.58 |  0.37
## KM 190            |  1.32 |  0.85  0.41   2.51 |  0.22  0.03   1.15 | -0.84
## Kurt Beer         |  1.29 |  0.80  0.38   2.96 | -0.80  0.39  -5.40 |  0.45
## Marginal forest   |  0.86 | -0.07  0.01  -0.22 |  0.54  0.40   3.23 |  0.26
## Monte Azul        |  3.40 |  3.27  0.92  12.27 | -0.56  0.03  -3.82 |  0.34
## Pedregal          |  1.02 | -0.37  0.14  -1.35 |  0.77  0.57   4.98 |  0.34
## Rica playa        |  1.60 | -1.48  0.86  -6.34 |  0.49  0.09   3.76 |  0.19
## Saman Chico       |  2.52 |  2.32  0.84   7.36 | -0.52  0.04  -2.99 |  0.67
## SENASA            |  1.89 | -1.67  0.77  -7.32 |  0.22  0.01   1.73 | -0.70
##                    cos2 v.test  
## CC Ignacio Tavara  0.31  -3.81 |
## Chanchape          0.02   1.54 |
## Fundo Valdez       0.72  -9.71 |
## INIA               0.03   2.50 |
## ISA REP            0.02   1.91 |
## KM 190             0.40  -5.07 |
## Kurt Beer          0.12   3.40 |
## Marginal forest    0.10   1.79 |
## Monte Azul         0.01   2.62 |
## Pedregal           0.11   2.48 |
## Rica playa         0.01   1.70 |
## Saman Chico        0.07   4.36 |
## SENASA             0.14  -6.32 |

f5a <- fviz_pca_var(pca,
  # col.var = "contrib", # Color by contributions to the PC
  # gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07"),
  title = "PCA graph of variables",
  repel = TRUE, # Avoid text overlapping
)

grupo <- as.factor(datos$Locality)

f5b <- fviz_pca_ind(pca,
  axes = c(1, 2),
  col.ind = grupo,
  legend.title = "Stations",
  geom.ind = "point",
  title = "PCA graph of individuals",
  repel = FALSE
)

8.2 Figure 5

Principal Component Analysis (PCA). Results of the contributions and correlation of the variables in the Principal Component Analysis (PCA).

fig <- list(f5a, f5b) %>%
  plot_grid(
    plotlist = ., ncol = 2, nrow = 1,
    labels = "auto",
    rel_widths = c(1.1, 1.5)
  )
fig %>%
  ggsave2(
    plot = ., "submission/Figure_5.jpg", units = "cm",
    width = 28,
    height = 12
  )
fig %>%
  ggsave2(
    plot = ., "submission/Figure_5.eps", units = "cm",
    width = 28,
    height = 12
  )

knitr::include_graphics("submission/Figure_5.jpg")